{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     instant      dteday  season  yr  mnth  holiday  weekday  workingday  \\\n",
      "0          1  2011-01-01       1   0     1        0        6           0   \n",
      "1          2  2011-01-02       1   0     1        0        0           0   \n",
      "2          3  2011-01-03       1   0     1        0        1           1   \n",
      "3          4  2011-01-04       1   0     1        0        2           1   \n",
      "4          5  2011-01-05       1   0     1        0        3           1   \n",
      "5          6  2011-01-06       1   0     1        0        4           1   \n",
      "6          7  2011-01-07       1   0     1        0        5           1   \n",
      "7          8  2011-01-08       1   0     1        0        6           0   \n",
      "8          9  2011-01-09       1   0     1        0        0           0   \n",
      "9         10  2011-01-10       1   0     1        0        1           1   \n",
      "10        11  2011-01-11       1   0     1        0        2           1   \n",
      "11        12  2011-01-12       1   0     1        0        3           1   \n",
      "12        13  2011-01-13       1   0     1        0        4           1   \n",
      "13        14  2011-01-14       1   0     1        0        5           1   \n",
      "14        15  2011-01-15       1   0     1        0        6           0   \n",
      "15        16  2011-01-16       1   0     1        0        0           0   \n",
      "16        17  2011-01-17       1   0     1        1        1           0   \n",
      "17        18  2011-01-18       1   0     1        0        2           1   \n",
      "18        19  2011-01-19       1   0     1        0        3           1   \n",
      "19        20  2011-01-20       1   0     1        0        4           1   \n",
      "20        21  2011-01-21       1   0     1        0        5           1   \n",
      "21        22  2011-01-22       1   0     1        0        6           0   \n",
      "22        23  2011-01-23       1   0     1        0        0           0   \n",
      "23        24  2011-01-24       1   0     1        0        1           1   \n",
      "24        25  2011-01-25       1   0     1        0        2           1   \n",
      "25        26  2011-01-26       1   0     1        0        3           1   \n",
      "26        27  2011-01-27       1   0     1        0        4           1   \n",
      "27        28  2011-01-28       1   0     1        0        5           1   \n",
      "28        29  2011-01-29       1   0     1        0        6           0   \n",
      "29        30  2011-01-30       1   0     1        0        0           0   \n",
      "..       ...         ...     ...  ..   ...      ...      ...         ...   \n",
      "701      702  2012-12-02       4   1    12        0        0           0   \n",
      "702      703  2012-12-03       4   1    12        0        1           1   \n",
      "703      704  2012-12-04       4   1    12        0        2           1   \n",
      "704      705  2012-12-05       4   1    12        0        3           1   \n",
      "705      706  2012-12-06       4   1    12        0        4           1   \n",
      "706      707  2012-12-07       4   1    12        0        5           1   \n",
      "707      708  2012-12-08       4   1    12        0        6           0   \n",
      "708      709  2012-12-09       4   1    12        0        0           0   \n",
      "709      710  2012-12-10       4   1    12        0        1           1   \n",
      "710      711  2012-12-11       4   1    12        0        2           1   \n",
      "711      712  2012-12-12       4   1    12        0        3           1   \n",
      "712      713  2012-12-13       4   1    12        0        4           1   \n",
      "713      714  2012-12-14       4   1    12        0        5           1   \n",
      "714      715  2012-12-15       4   1    12        0        6           0   \n",
      "715      716  2012-12-16       4   1    12        0        0           0   \n",
      "716      717  2012-12-17       4   1    12        0        1           1   \n",
      "717      718  2012-12-18       4   1    12        0        2           1   \n",
      "718      719  2012-12-19       4   1    12        0        3           1   \n",
      "719      720  2012-12-20       4   1    12        0        4           1   \n",
      "720      721  2012-12-21       1   1    12        0        5           1   \n",
      "721      722  2012-12-22       1   1    12        0        6           0   \n",
      "722      723  2012-12-23       1   1    12        0        0           0   \n",
      "723      724  2012-12-24       1   1    12        0        1           1   \n",
      "724      725  2012-12-25       1   1    12        1        2           0   \n",
      "725      726  2012-12-26       1   1    12        0        3           1   \n",
      "726      727  2012-12-27       1   1    12        0        4           1   \n",
      "727      728  2012-12-28       1   1    12        0        5           1   \n",
      "728      729  2012-12-29       1   1    12        0        6           0   \n",
      "729      730  2012-12-30       1   1    12        0        0           0   \n",
      "730      731  2012-12-31       1   1    12        0        1           1   \n",
      "\n",
      "     weathersit      temp     atemp       hum  windspeed  casual  registered  \\\n",
      "0             2  0.344167  0.363625  0.805833   0.160446     331         654   \n",
      "1             2  0.363478  0.353739  0.696087   0.248539     131         670   \n",
      "2             1  0.196364  0.189405  0.437273   0.248309     120        1229   \n",
      "3             1  0.200000  0.212122  0.590435   0.160296     108        1454   \n",
      "4             1  0.226957  0.229270  0.436957   0.186900      82        1518   \n",
      "5             1  0.204348  0.233209  0.518261   0.089565      88        1518   \n",
      "6             2  0.196522  0.208839  0.498696   0.168726     148        1362   \n",
      "7             2  0.165000  0.162254  0.535833   0.266804      68         891   \n",
      "8             1  0.138333  0.116175  0.434167   0.361950      54         768   \n",
      "9             1  0.150833  0.150888  0.482917   0.223267      41        1280   \n",
      "10            2  0.169091  0.191464  0.686364   0.122132      43        1220   \n",
      "11            1  0.172727  0.160473  0.599545   0.304627      25        1137   \n",
      "12            1  0.165000  0.150883  0.470417   0.301000      38        1368   \n",
      "13            1  0.160870  0.188413  0.537826   0.126548      54        1367   \n",
      "14            2  0.233333  0.248112  0.498750   0.157963     222        1026   \n",
      "15            1  0.231667  0.234217  0.483750   0.188433     251         953   \n",
      "16            2  0.175833  0.176771  0.537500   0.194017     117         883   \n",
      "17            2  0.216667  0.232333  0.861667   0.146775       9         674   \n",
      "18            2  0.292174  0.298422  0.741739   0.208317      78        1572   \n",
      "19            2  0.261667  0.255050  0.538333   0.195904      83        1844   \n",
      "20            1  0.177500  0.157833  0.457083   0.353242      75        1468   \n",
      "21            1  0.059130  0.079070  0.400000   0.171970      93         888   \n",
      "22            1  0.096522  0.098839  0.436522   0.246600     150         836   \n",
      "23            1  0.097391  0.117930  0.491739   0.158330      86        1330   \n",
      "24            2  0.223478  0.234526  0.616957   0.129796     186        1799   \n",
      "25            3  0.217500  0.203600  0.862500   0.293850      34         472   \n",
      "26            1  0.195000  0.219700  0.687500   0.113837      15         416   \n",
      "27            2  0.203478  0.223317  0.793043   0.123300      38        1129   \n",
      "28            1  0.196522  0.212126  0.651739   0.145365     123         975   \n",
      "29            1  0.216522  0.250322  0.722174   0.073983     140         956   \n",
      "..          ...       ...       ...       ...        ...     ...         ...   \n",
      "701           2  0.347500  0.359208  0.823333   0.124379     892        3757   \n",
      "702           1  0.452500  0.455796  0.767500   0.082721     555        5679   \n",
      "703           1  0.475833  0.469054  0.733750   0.174129     551        6055   \n",
      "704           1  0.438333  0.428012  0.485000   0.324021     331        5398   \n",
      "705           1  0.255833  0.258204  0.508750   0.174754     340        5035   \n",
      "706           2  0.320833  0.321958  0.764167   0.130600     349        4659   \n",
      "707           2  0.381667  0.389508  0.911250   0.101379    1153        4429   \n",
      "708           2  0.384167  0.390146  0.905417   0.157975     441        2787   \n",
      "709           2  0.435833  0.435575  0.925000   0.190308     329        4841   \n",
      "710           2  0.353333  0.338363  0.596667   0.296037     282        5219   \n",
      "711           2  0.297500  0.297338  0.538333   0.162937     310        5009   \n",
      "712           1  0.295833  0.294188  0.485833   0.174129     425        5107   \n",
      "713           1  0.281667  0.294192  0.642917   0.131229     429        5182   \n",
      "714           1  0.324167  0.338383  0.650417   0.106350     767        4280   \n",
      "715           2  0.362500  0.369938  0.838750   0.100742     538        3248   \n",
      "716           2  0.393333  0.401500  0.907083   0.098258     212        4373   \n",
      "717           1  0.410833  0.409708  0.666250   0.221404     433        5124   \n",
      "718           1  0.332500  0.342162  0.625417   0.184092     333        4934   \n",
      "719           2  0.330000  0.335217  0.667917   0.132463     314        3814   \n",
      "720           2  0.326667  0.301767  0.556667   0.374383     221        3402   \n",
      "721           1  0.265833  0.236113  0.441250   0.407346     205        1544   \n",
      "722           1  0.245833  0.259471  0.515417   0.133083     408        1379   \n",
      "723           2  0.231304  0.258900  0.791304   0.077230     174         746   \n",
      "724           2  0.291304  0.294465  0.734783   0.168726     440         573   \n",
      "725           3  0.243333  0.220333  0.823333   0.316546       9         432   \n",
      "726           2  0.254167  0.226642  0.652917   0.350133     247        1867   \n",
      "727           2  0.253333  0.255046  0.590000   0.155471     644        2451   \n",
      "728           2  0.253333  0.242400  0.752917   0.124383     159        1182   \n",
      "729           1  0.255833  0.231700  0.483333   0.350754     364        1432   \n",
      "730           2  0.215833  0.223487  0.577500   0.154846     439        2290   \n",
      "\n",
      "      cnt  \n",
      "0     985  \n",
      "1     801  \n",
      "2    1349  \n",
      "3    1562  \n",
      "4    1600  \n",
      "5    1606  \n",
      "6    1510  \n",
      "7     959  \n",
      "8     822  \n",
      "9    1321  \n",
      "10   1263  \n",
      "11   1162  \n",
      "12   1406  \n",
      "13   1421  \n",
      "14   1248  \n",
      "15   1204  \n",
      "16   1000  \n",
      "17    683  \n",
      "18   1650  \n",
      "19   1927  \n",
      "20   1543  \n",
      "21    981  \n",
      "22    986  \n",
      "23   1416  \n",
      "24   1985  \n",
      "25    506  \n",
      "26    431  \n",
      "27   1167  \n",
      "28   1098  \n",
      "29   1096  \n",
      "..    ...  \n",
      "701  4649  \n",
      "702  6234  \n",
      "703  6606  \n",
      "704  5729  \n",
      "705  5375  \n",
      "706  5008  \n",
      "707  5582  \n",
      "708  3228  \n",
      "709  5170  \n",
      "710  5501  \n",
      "711  5319  \n",
      "712  5532  \n",
      "713  5611  \n",
      "714  5047  \n",
      "715  3786  \n",
      "716  4585  \n",
      "717  5557  \n",
      "718  5267  \n",
      "719  4128  \n",
      "720  3623  \n",
      "721  1749  \n",
      "722  1787  \n",
      "723   920  \n",
      "724  1013  \n",
      "725   441  \n",
      "726  2114  \n",
      "727  3095  \n",
      "728  1341  \n",
      "729  1796  \n",
      "730  2729  \n",
      "\n",
      "[731 rows x 16 columns]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sn\n",
    "%matplotlib inline\n",
    "params={'legend.fontsize':'x-large',\n",
    "       'figure.figsize':(30,10),\n",
    "       'axes.labelsize':'x-large',\n",
    "       'axes.titlesize':'x-large',\n",
    "       'xtick.labelsize':'x-large',\n",
    "       'ytick.labelsize':'x-large'}\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth=600\n",
    "\n",
    "from IPython.display import display,HTML\n",
    "train = pd.read_csv(\"D://D/day.csv\")\n",
    "print(train)\n",
    "train.head();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 731 entries, 0 to 730\n",
      "Data columns (total 16 columns):\n",
      "instant       731 non-null int64\n",
      "dteday        731 non-null object\n",
      "season        731 non-null int64\n",
      "yr            731 non-null int64\n",
      "mnth          731 non-null int64\n",
      "holiday       731 non-null int64\n",
      "weekday       731 non-null int64\n",
      "workingday    731 non-null int64\n",
      "weathersit    731 non-null int64\n",
      "temp          731 non-null float64\n",
      "atemp         731 non-null float64\n",
      "hum           731 non-null float64\n",
      "windspeed     731 non-null float64\n",
      "casual        731 non-null int64\n",
      "registered    731 non-null int64\n",
      "cnt           731 non-null int64\n",
      "dtypes: float64(4), int64(11), object(1)\n",
      "memory usage: 91.5+ KB\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>instant</th>\n",
       "      <th>season</th>\n",
       "      <th>yr</th>\n",
       "      <th>mnth</th>\n",
       "      <th>holiday</th>\n",
       "      <th>weekday</th>\n",
       "      <th>workingday</th>\n",
       "      <th>weathersit</th>\n",
       "      <th>temp</th>\n",
       "      <th>atemp</th>\n",
       "      <th>hum</th>\n",
       "      <th>windspeed</th>\n",
       "      <th>casual</th>\n",
       "      <th>registered</th>\n",
       "      <th>cnt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "      <td>731.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>2.496580</td>\n",
       "      <td>0.500684</td>\n",
       "      <td>6.519836</td>\n",
       "      <td>0.028728</td>\n",
       "      <td>2.997264</td>\n",
       "      <td>0.683995</td>\n",
       "      <td>1.395349</td>\n",
       "      <td>0.495385</td>\n",
       "      <td>0.474354</td>\n",
       "      <td>0.627894</td>\n",
       "      <td>0.190486</td>\n",
       "      <td>848.176471</td>\n",
       "      <td>3656.172367</td>\n",
       "      <td>4504.348837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>211.165812</td>\n",
       "      <td>1.110807</td>\n",
       "      <td>0.500342</td>\n",
       "      <td>3.451913</td>\n",
       "      <td>0.167155</td>\n",
       "      <td>2.004787</td>\n",
       "      <td>0.465233</td>\n",
       "      <td>0.544894</td>\n",
       "      <td>0.183051</td>\n",
       "      <td>0.162961</td>\n",
       "      <td>0.142429</td>\n",
       "      <td>0.077498</td>\n",
       "      <td>686.622488</td>\n",
       "      <td>1560.256377</td>\n",
       "      <td>1937.211452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.059130</td>\n",
       "      <td>0.079070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.022392</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>183.500000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.337083</td>\n",
       "      <td>0.337842</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>0.134950</td>\n",
       "      <td>315.500000</td>\n",
       "      <td>2497.000000</td>\n",
       "      <td>3152.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>366.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.498333</td>\n",
       "      <td>0.486733</td>\n",
       "      <td>0.626667</td>\n",
       "      <td>0.180975</td>\n",
       "      <td>713.000000</td>\n",
       "      <td>3662.000000</td>\n",
       "      <td>4548.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>548.500000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>10.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>0.655417</td>\n",
       "      <td>0.608602</td>\n",
       "      <td>0.730209</td>\n",
       "      <td>0.233214</td>\n",
       "      <td>1096.000000</td>\n",
       "      <td>4776.500000</td>\n",
       "      <td>5956.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>731.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.861667</td>\n",
       "      <td>0.840896</td>\n",
       "      <td>0.972500</td>\n",
       "      <td>0.507463</td>\n",
       "      <td>3410.000000</td>\n",
       "      <td>6946.000000</td>\n",
       "      <td>8714.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          instant      season          yr        mnth     holiday     weekday  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean   366.000000    2.496580    0.500684    6.519836    0.028728    2.997264   \n",
       "std    211.165812    1.110807    0.500342    3.451913    0.167155    2.004787   \n",
       "min      1.000000    1.000000    0.000000    1.000000    0.000000    0.000000   \n",
       "25%    183.500000    2.000000    0.000000    4.000000    0.000000    1.000000   \n",
       "50%    366.000000    3.000000    1.000000    7.000000    0.000000    3.000000   \n",
       "75%    548.500000    3.000000    1.000000   10.000000    0.000000    5.000000   \n",
       "max    731.000000    4.000000    1.000000   12.000000    1.000000    6.000000   \n",
       "\n",
       "       workingday  weathersit        temp       atemp         hum   windspeed  \\\n",
       "count  731.000000  731.000000  731.000000  731.000000  731.000000  731.000000   \n",
       "mean     0.683995    1.395349    0.495385    0.474354    0.627894    0.190486   \n",
       "std      0.465233    0.544894    0.183051    0.162961    0.142429    0.077498   \n",
       "min      0.000000    1.000000    0.059130    0.079070    0.000000    0.022392   \n",
       "25%      0.000000    1.000000    0.337083    0.337842    0.520000    0.134950   \n",
       "50%      1.000000    1.000000    0.498333    0.486733    0.626667    0.180975   \n",
       "75%      1.000000    2.000000    0.655417    0.608602    0.730209    0.233214   \n",
       "max      1.000000    3.000000    0.861667    0.840896    0.972500    0.507463   \n",
       "\n",
       "            casual   registered          cnt  \n",
       "count   731.000000   731.000000   731.000000  \n",
       "mean    848.176471  3656.172367  4504.348837  \n",
       "std     686.622488  1560.256377  1937.211452  \n",
       "min       2.000000    20.000000    22.000000  \n",
       "25%     315.500000  2497.000000  3152.000000  \n",
       "50%     713.000000  3662.000000  4548.000000  \n",
       "75%    1096.000000  4776.500000  5956.000000  \n",
       "max    3410.000000  6946.000000  8714.000000  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.info()\n",
    "train.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mnth 属性的不同取值和出现的次数\n",
      "12    62\n",
      "10    62\n",
      "8     62\n",
      "7     62\n",
      "5     62\n",
      "3     62\n",
      "1     62\n",
      "11    60\n",
      "9     60\n",
      "6     60\n",
      "4     60\n",
      "2     57\n",
      "Name: mnth, dtype: int64\n",
      "season 属性的不同取值和出现的次数\n",
      "3    188\n",
      "2    184\n",
      "1    181\n",
      "4    178\n",
      "Name: season, dtype: int64\n",
      "weathersit 属性的不同取值和出现的次数\n",
      "1    463\n",
      "2    247\n",
      "3     21\n",
      "Name: weathersit, dtype: int64\n",
      "weekday 属性的不同取值和出现的次数\n",
      "6    105\n",
      "1    105\n",
      "0    105\n",
      "5    104\n",
      "4    104\n",
      "3    104\n",
      "2    104\n",
      "Name: weekday, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#离散特征的分布\n",
    "categorical_features={'season','mnth','weathersit','weekday'}\n",
    "for col in categorical_features:\n",
    "    print ('{0} 属性的不同取值和出现的次数'.format(col))#format输出数据\n",
    "    print (train[col].value_counts());#这个字段下，不同值出现的次数\n",
    "    train[col] =train[col].astype('object')#强制转换为字符串类型\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x0000017EE60EE6D8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000017EE723B518>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000017EE6BDFE10>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000017EE6C0C780>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "numerical_features = ['temp','atemp','hum','windspeed']\n",
    "train[numerical_features].hist()#取某个字段内的值，直方图显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17ef81603c8>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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DujbWo2szPPIGpV01Dm05EQ4Wj3tsqqqq0pIlS7RkyRLZbDaNGTMm0q2YmZlJtyLQCREkAgAAAAAA4JwcOHBAa9eu1fr167Vjxw6FQi3DwfTYoLJ6+TS2l1/DE/1y0HUIAJesKJs0NsWvsSl+GYb0RZM1EirucjsUDAYjZyu+/PLLSktLU35+viZNmqTc3Fw5nU6zfwQAIkgEAAAAAADAWZSVlWnlypX67LPPVFZW1uKew2ro8iS/xvbyKyvZp7RYug4BAK1ZLFJ6XEjpcR7dMMCj5oC0o8ahrV8Gi9VemyoqKrRgwQItWLBAcXFxmjJliqZOnarx48cTKgImIkgEAAAAAABAC2VlZVq1apVWrVrVKjxMiQ4q+8uzDkck+RVlM6dGAEDXFWOXcnv7lds73K14uNGmrScccp1warfbrsbGRi1dulRLly4lVARMRpAIAAAAAAAAHTx4UCtXrjxjeJiX6lN+qleDEoLiCCsAQFuxWKT+8UH1jw/qpoEe1fosKqp0akNllHadIVScNm2axo8fL4fDYXb5QLdHkAgAAAAAAHCJOnjwoFatWqWVK1e2Cg97RQU1Ic2nCak+DU4IEB4CADpET6ehqzO8ujrDS6gIdAIEiQAAAAAAAJeQY8eO6dNPP9XKlSt14MCBFvd6RQU1IdWnCWmEhwAA850aKrq9FhUdd2rjaULF+Ph4XXHFFbr66qs1fvx4Wa1Ws0sHug2CRAAAAAAAgG4uGAyqsLBQH330kTZs2CDDMCL3IuFhqk+DexAeAgA6p8QoQ9dkeHXNKaHihsoolbrtamhoiISK6enpuuWWW3TjjTcqMTHR7LKBLo8gEQAAAAAAoJs6ceKElixZokWLFqmioiJyPckZ0sQ0L+EhAKBLOl2oWFgRpdJah44dO6Y//elP+u///m9NnTpVt956q8aMGSML/9gBF4QgEQAAAAAAoBsxDEMul0sLFizQ6tWrFQwGI/dGJ/s0o59XOb18srHrGwCgGzg1VDzaaNWKI9H6/IsoNfn9Wr58uZYvX67Bgwfr1ltv1bXXXqu4uDizSwa6FIJEAAAAAACAbqC+vl7Lli3TggULdPDgwcj1OHtIV/X1akZfj9JiQyZWCABA++obF9J9w5p0x2VNWl8RpRVHonWg3q79+/frN7/5jf74xz/qmmuu0Te/+U0NGTLE7HKBLoEgEQAAAAAAoAvbv3+//ud//kcrVqyQx+OJXB/Sw6+r+3mUl+qT02ZigQAAdLAomzS1r1dT+3q1v86mFUeitb4iSs3NzVq4cKEWLlyoUaNGaebMmZo+fbrsdqIS4Ez4fwcAAAAAAEAXVFFRoddee03Lli2TYRiSpCiboclpXl3dz6MBCcGveQcAALq/wT2CGtyjUd8Z0qTPv4jSiiNROtZkV0lJiUpKSvTWW2/pgQce0OTJkzlHETgNgkQAAAAAAIAupK6uTm+++aY++OAD+f1+SVJ6bFDXZjTrij4+xdgNkysEAKDziXMYur6/R9dleLTLbdfyw9EqOu5UWVmZHn/8cY0ZM0YPPvigRo0aZXapQKdCkAgAAAAAANAFeL1e/e1vf9Nbb72lxsZGSVKSM6RvDW7SlD5e2awmFwgAQBdgsUiXJwV0eVKDDtXb9P6+WG2tdmrbtm2aM2eOrrzySj3wwAMaMGCA2aUCnQJBIgAAAAAAQCcWDAa1bNkyvfbaazp+/LgkKcYW0s0Dm3Vdf4+iOP8QAIALMiAhqB9l12tHtV3v7otTWb1da9as0dq1a3XTTTfpe9/7nnr16mV2mYCpCBIBAAAAAAA6qcLCQr300ksqKyuTJNkthq7O8OjWgc1KcLKFKQAAbWFkckBPJtVqQ6VT/7MvVpUeaeHChfr00091xx136N5771V0dLTZZQKmIEgEAAAAAADoZAKBgF555RW99957kiSLDE1K8+nbg5vUOyZkcnUAAHQ/Vos0Mc2n8b19WnEkWh+Vxaje49Ebb7yhdevW6ZlnnlHfvn3NLhPocOyeDwAAAAAA0Im43W49+uijkRBxeE+/ns6r1YOjGggRAQBoZ3ardF1/j345ya1bM5tktRjat2+fvv/976uwsNDs8oAOR5AIAAAAAADQSZSWlur73/++iouLJUnfGNCsx3LqNDAhaHJlAABcWmLshm4f3KzHsuvUwxFSfX29HnvsMb355psyDLYXx6WDIBEAAAAAAKAT+OSTT/Twww+roqJCTquh/z2qXt8Z0iQbT28AADDNiKSAns6r1eAefhmGoVdffVVPPPGEGhsbzS4N6BD8KgoAAAAAAGCiQCCg3/zmN3ruuefk9/uVGhPUk+NrNTHNZ3ZpAABAUnJ0SI+Pq9PUdI8kac2aNXrooYd06NAhkysD2h9BIgAAAAAAgIn+9Kc/6cMPP5Qkje3l01Pja5URz1amAAB0Jg6r9L8ub9Q/DW+Q3WLo0KFD+tGPfqT6+nqzSwPaFUEiAAAAAACASQoLC/X+++9Lkq7LaNYjWfWKc3DuEgAAndX0fl79/+Pq5LQaqqys1C9+8QvOTES3RpAIAAAAAABgghMnTui5556TJA3t6dd3hjTJajG5KAAA8LWG9Azo/xsWPiNx9erVWrx4sckVAe2HIBEAAAAAAKCDhUIhPffcc6qpqVGsPaSHRjbIxlMaAAC6jKvSvcpP9UqSfve736msrMzcgoB2wq+oAAAAAAAAHez999/Xxo0bJUmzRjQqJSZkckUAAOB8WCzS94Y3KiU6KK/Xq6efflper9fssoA2R5AIAAAAAADQgerr6zVv3jxJ0tR0jyak+kyuCEB7ONb41aPX9/bFqrzBZmI1ANpDnMPQQ6MaZLUY2r9/vxYtWmR2SUCbI0gEAAAAAADoQC6XS36/XzaLoXuGNpldDoB2UN5g04s7EiJ/3lAZpZ8X9yBMBLqhoT0DmpQW7kTcsGGDydUAbY8gEQAAAAAAoANt2rRJUvjBY4zdMLkaAO1hWXm0mgItH702BqxaVh5tUkUA2tOYZL8kacuWLfL7/SZXA7QtgkQAAAAAAIAOdDJIHJXEg0agu9pd6ziv6wC6tlFfBokej0clJSUmVwO0LYJEAAAAAACADlJRUaHy8nJJXz10BND9+EPndx1A19bTaah/XEDSV18YAroLgkQAAAAAAIAOsn37dklStM3QoISAydUAAIC2MvLLLwht27bN5EqAtkWQCAAAAAAA0EGcTueXrwzZeCoDAEC3cfKf9a/+rQe6B7vZBQAAgO5p69at+vvf/65QKKR+/frpzjvvlNXK0zIAAHBp69WrlyTJE7SqOSDF8GQGAIBuocYXfuaRkpJiciVA2+LXVQAA0C5+/vOf64svvoj8eciQIRo/fryJFQEAAJjvZJAoSW6fVTF2DkwDAKA7cHvDQeKp/9YD3QFtAQAAoM01Nze3CBElqayszJxiAAAAOpHk5OTI65MPHAEAQNdX46UjEd0Tv7ECAIA2d+zYscjrYGz4m3hHjx41qxwAAIBOw+FwKDExUZL0RZPN5GoAAEBb8AWlajoS0U0RJAIAgDZ35MgRSZJhtSsYnyZJOnz4sJklAQAAdBo5OTmSpPUVUSZXAgAA2kJxlVP+kEU2m02jR482uxygTREkAgCANrdv3z5JUii6p0Ix4W/c79+/38ySAAAAOo0bbrhBkrTT7dDxZh7NAADQ1a05Fv5y0OTJkyM7DwDdBb+tAgCANrdnzx5J4W1NT25tWlVVpZqaGjPLAgAA6BRyc3MjZyWu/YKuRAAAurJqr1Xbqx2SpOuvv97kaoC2R5AIAADa3N69eyVJobheCsUmyZBF0lcBIwAAwKXMbrfruuuukxTuYAgZJhcEAAAu2NpjThmyKDExURMnTjS7HKDNESQCAIA2VVlZqYqKCknhjkRZ7ZHtTUtKSswsDQAAoNM42bFw3GOTq8phcjUAAOBC+ILSyqPRkqRrrrlGdrvd5IqAtkeQCAAA2pTL5ZIkGVaHQnEpkqRgQrokqbi42LS6AAAAOpNBgwYpLy9PkvTuvjgFQiYXBAAAztuyw9Gq8thkt9s1c+ZMs8sB2gVBIgAAaFMnw8JgQh/JEv5VI9gjHCTu3LlTzc3NptUGAADQmTz00EOyWq36osmmFUeizS4HAACchzqfRQvKYiRJt912mzL+H3t3Hh5Vfff//3lmyWSWrBASAiTsJICCINZbq62oVbvw07su1daqoPbW2rphq1Qt+kOlKva2Kiou3Hq3ar/UQtX61SqorSKVEvYEEMgGgSwkZJuZZGbO+f4xyUAaQIWQyfJ6XNdcGc+czznvaS+SmfM6789n6NA4VyRyfChIFBERkS5jmiarV68GIJycFdseTsrCwiAcDrN27dp4lSciIiLSo4wcOZLvfOc7ACwtdtMcMuJckYiIiHxZfy72EIzYSE5O5sc//nG8yxE5bhQkioiISJfZuHEj+/btAyCcmnvgBYcr2qEIfPDBB/EoTURERKRHuuaaa/B4PDSHbSxr62oQERGRnm1Xk50PdrsAuPrqq0lKSopzRSLHj4JEERER6TLtIWHEMwArMbnDa+H0EQB8/PHHtLS0dHttIiIiIj1Reno6P/zhDwF4f1ciJY32OFckIiIiR2Ja8D9bvVgYDBs2jBkzZsS7JJHjSkGiiIiIdIlQKMRHH30UfZ4+stPr4bThWBgEAgFWrlzZ3eWJiIiI9FgXX3wxw4YNI2IZLCr0ETLjXZGIiIgczrvliWyrdwLws5/9DIfDEeeKRI4vBYkiIiLSJT744APq6uqiayG2dR8ezHImEkmNLjy+dOnS7i5PREREpMdyuVzMmTMHm83GrmYHS4s98S5JREREDmF3s50/7Yz+nf7e977HKaecEueKRI4/BYkiIiJyzCzLYsmSJUBb56HLd8j9WjMnALBhwwa2bt3abfWJiIiI9HT5+flcccUVAPy1NJHP69XdICIi0pOETdpmDjAYPHgwN9xwQ7xLEukWChJFRETkmK1bt47PP/8cgNasCYfdL5I0mIg7DSAWPIqIiIhI1FVXXcWoUaOwiE5x2hKJd0UiIiLS7q1SN8WNDgzD4M4778Tj0QwC0j8oSBQREZFjYlkWzz//PAAR7yBM36DD72wYtGZNBGD58uVs3769O0oUERER6RWcTidz5szB4XBQGbDzh8+98S5JREREgM/rHfylxA3AJZdcwqRJk+JckUj3UZAoIiIix+TDDz9k8+bNALQMnfqF+4cHjCKSmIplWSxcuBDLso53iSIiIiK9xqhRo7j22msB+LAikU/3JsS5IhERkf6tKWSwcJOPiGUwYsQIZs2aFe+SRLqVgkQRERE5ai0tLSxatAiAUGoOkeTBXzzIsNEybBoABQUFrFq16niWKCIiItLrXHrppXzta18DYPFWH3v9unwjIiISD5YFzxX52NdiJzExkblz5+JyueJdlki30idREREROWovv/wye/bswTKMWDj4ZURShhJOzgbg8ccfp7m5+XiVKCIiItLr2Gw27rrrLgYOHEgwYvDkpiRatV6iiIhIt3u3PJG1NdHZAW655RZyc3PjXJFI91OQKCIiIkdl/fr1vPLKKwC0Zp2AlZjy5QcbBi05p2IZdvbu3cvvfve741SliIiISO+UmprKPffcg81mo6zJwavbtV6iiIhId9rR4OCPOzwAnHfeeZx//vlxrkgkPhQkioiIyFfW2NjIgw8+iGVZRDwDaM0+6Ssfw3SnxroY3333XT788MMurlJERESkd5s0aRLXXHMNAMt3a71EERGR7tIYMniqbV3EnJwcbrnllniXJBI3ChJFRETkK4lEIjz88MNUVlZi2ewER34DbPajOlZoUD7hlCEAPProo5SVlXVlqSIiIiK93hVXXMG0adGbr17Y4mNX09F97hIREZEvx7Tgmc0+aoIH1kV0u93xLkskbhQkioiIyFfy9NNP849//AOAlmFfw3SnHv3BDIPgiDMwHYk0NTXxy1/+ktra2i6qVERERKT3s9vt3H333WRmZtJqGvxuUxKBsBHvskRERPqsZcVuNtZGZwGYPXs2I0eOjHNFIvGlIFFERES+tCVLlvCnP/0JgNbMCYQG5R3zMS2nh8CYc7Fsdvbs2cOcOXMIBALHfFwRERGRviIlJYX77rsPp9PJXr+d54q8WFa8qxIREel71tc4WVYSXRfxoosu4pxzzolzRSLxpyBRREREvpTly5ezcOFCAEJpubH1DbuC6csgMOosLAy2bNnCfffdR2tra5cdX0RERKS3y8vL4+c//zkA/6p28XZZYpwrEhER6VuqAzaeKfQBMGHCBG688cY4VyTSMyhIFBERkS/01ltvMW/ePCzLIuIdFF0X0ejajxGR1Bxack8FYNWqVdx55534/f4uPYeIiIhIb/bd736X888/H4D/s8NDYa0jzhWJiIj0DS0ReHxjEs1hG2lpacydOxen0xnvskR6BAWJIiIickSvvPIKjz76aFuImIF/7LlgOz4XrUKD8gkOjXY6FhQUcPvtt1NfX39cziUiIiLS2xiGwa233sqYMWOwMHhycxI1AV3aERERORaWBS9u8VHW5MBms3HvvfeSkZER77JEegx92hQREZFDMk2TZ555hkWLFgEQTs7GP+58cLiO63lDg08gOPzrWBgUFRXx85//nKqqquN6ThEREZHewuVycf/995OcnExTyMbvNiXRGol3VSIiIr3Xu7sS+bQyeq3jhhtu4KSTTopzRSI9i4JEERER6WT//v3ceeedvPbaawCE0oYTGHMu2LtnWo9QxliCo87CMmyUlpZy3XXXsXr16m45t4iIiEhPN3jwYH79619js9koaXSweKsXy4p3VSIiIr1PYZ2D17Z7ADjnnHO4+OKL41yRSM/TZ4PE7du3c9dddzF9+nQmTpzIKaecwsyZM3n//fePOK6qqoq5c+fGxp1++un89Kc/Zc2aNV94zrfffpsf/vCHTJkyhcmTJ/Pd736XhQsXEgwGj9s5RUREutqmTZu47rrr+OyzzwBoHZRPcNQ3wWbv1jrC6cMJjP0Wlj2B+vp6fvGLX7B48WIiEd1yLyIiIjJ16lR+8gtn9oUAACAASURBVJOfAPDJ3kTe25UY54pERER6l5qgjac2JWFaBqNHj2b27NkYhhHvskR6HPvcuXPnxruIrvbnP/+Zn/zkJ2zevJnGxkbcbjeNjY2Ul5fz9ttv09DQwJlnntlpXHl5OZdccgmfffYZjY2NeL1eGhoa2LFjB0uXLiU9PZ0TTjjhkOf8zW9+w/z586moqADAbrdTWVnJP//5T1asWMG3v/1tEhM7f6g/lnN+kb179wKQlZV1VONFRKR/sSyLJUuWMG/ePJqamrBsDoIjziA0+ESI0wdpy5VEKH0k9qZKjFY/69evZ9OmTUybNg232x2XmkRERER6igkTJlBeXk5xcTGb6pyMTQmR4TbjXZaIAO+WJ+IPd+7h8Dgszht25KYDETn+WiLwyLpkqoJ2kpOTeeyxx0hLS4t3WSJdrityoj7Xkbh69Wp+9atfEQqFuOiii/j4448pKCjgk08+4ZJLLgHg5Zdf7tSZGA6Huf7666mpqWHSpEm88847/Otf/2LlypVcdtllmKbJvHnzWL9+fadzvvHGG7z44ovY7XbuueceCgoKWLt2LS+88AIZGRls27aNO++8s9O4YzmniIhIV9q1axezZ89m4cKFRCIRIu5U/ONnEB4wKt6lYbl8+PO+Q2vmBAAKCgpiswxYmsNLRERE+jHDMLjjjjsYNWoUpmXwxKYkqgJ97lKPiIhIl7IseL7IR2mTA5vNxr333svgwYPjXZZIj9XnPl3ef//9mKbJRRddxPz588nIyABg4MCBzJs3j1NOOQWAP/7xjx3Gvfnmm+zcuZOkpCSeffZZRowYAUBaWhr3338/06dPJxKJ8Pjjj3cYF4lEePLJJwG47rrr+NGPfkRCQgIAX//613n66acxDIMPPviAgoKCLjmniIhIV2ltbeXll1/mmmuuiU2pHRo4Bn/+DEx3apyrO4jNTkvO1wiMmo5ld7J//37mzZvH7Nmz2bVrV7yrExEREYkbt9vNAw88QEpKCs1hG/+9IYlAON5ViYiI9Fxvlrr5Z5ULgBtvvJGTTz45zhWJ9Gx9Kkhct24d27Ztw+v18stf/vKQ+9x+++3cddddXHrppR22v/baawBceOGFh2xh/q//+i8AVq5cSVVVVWz7ypUrKS0txWazcdVVV3Uad8IJJ/D1r38dgGXLlnXJOUVERLrC+vXrufbaa3nxxRcJhUKYCV78Y84hOOIMsDviXd4hhdOH0zzxPwml5QKwZs0arrnmGl5++WVaW1vjXJ2IiIhIfGRlZXH//fdjt9vZ1ezg2cIkTE3cICIi0smaaid/2ukB4Nvf/jbf//7341yRSM/Xp4LE5cuXA/CNb3zjsPMZT548mauvvppzzz03ts3v97NhwwYA/uM//uOQ40444QSSkpKwLIuPP/44tv2f//wnAHl5eaSnpx9y7GmnnQbQYdyxnFNERORY7Nmzh4ceeoibb76ZsrIyLAxasybSPPE/iaTmdO3JTDP66EJWgpfg6LPxjzkHM8FLKBTixRdf5Nprr+WTTz7RdKciIiLSL02aNImbb74ZgIKaBP5crPWkRUREDraryc6zhUkATJw4kVtuuQXDMOJclUjP1zPbDY7Sli1bAMjPz8eyLN58803eeOMNSkpKcLlcTJ06lVmzZpGbm9thXHFxMWbbRc6RI0ce8tg2m42cnBw2b97M559/Htu+ffv2I44DGD58OAC7d+/G7/fj8XiO6ZwiIiJHo6amht///ve89dZbhMPR+a4i3gyCw0/D9Azo+hOaJt5NrwPQPPH7YOva+5ciqTk0Jw3GVbEW597NlJWV8atf/Yr8/HxmzZrF1KlT9YVARERE+pUZM2awc+dOli1bxhslHgZ7IpyepVkbRERE6lsNHtuQRDBikJGRwX333RdbokxEjqxPBYk7d+4EwOfzMWvWLD755JMOr2/fvp1ly5bx2GOPcc4558S2HzxtaFZW1mGPP2jQIDZv3kx1dXWnsZmZmUcc1666uprc3NxjOqeIiMhXUVdXx6uvvsqyZcti03+aTg+t2ZMJZYwF4/hMUGCEmrG1NMaeW66krj+J3UnLsFMIDRiFa9caHPW7KCoqYvbs2UyaNImZM2cyadKkrj+viIiISA910003UVZWRkFBAS8U+RjgaiAvTYsmiohI/9Uagf/ekERN0E5iYiIPPPAAAwYchxuqRfqoPhUkNjZGL1YuXLiQ6upqfvSjH3H11VeTmZnJpk2bmDdvHps3b+b222/nT3/6E2PGjAGgqakpdozExMTDHr/9tYP3b25uBqKLmx/Owa+1jz2Wc34VkUiErVu3HtVYERHp3RobG1m+fDkrVqygpaUFANORSOvgSYQGjQNb3/kYYHoGEBj7LeyNlSTsXoOjcS/r16/n5ptvZvz48Xz3u99l5MiR6lAUERGRfuHKK69kz5497Nmzh8c3JvHrk+vJ8nTtdPMiIiK9gWnBs4U+djQ4MQyDmTNnYlmWrplLvxGJRLDb7cd0jL5zBZHouoMQ7fq7/vrruf3222OvTZkyhZdffpkLL7yQ8vJyHn/8cZ588kkg+j8kgNPpPOIFxvZW5/b9gdjUcE6n8wvHHTz2WM4pIiJyJGVlZaxYsYLVq1fH/k5Z9gRaB59I66B8sB/+b1ZvF0nKJDDuAuyNe3DtWoO9uZrCwkIKCwvJzc1l+vTpTJ069Yh/t0VERER6O4/Hw0033cT8+fNpbGxkwfpk7j25niSn1pIWEZH+ZckOD6urXQBcfPHFmrVI5Cj0qSCxndfr5cYbb+y03efzMXPmTO677z4+/PBDgsEgiYmJuFzRXyShUAjLsg4b7LVPB3fwxcf2jsFQKHTYetrHHTz2WM75VdjtdsaNG3dUY0VEpPcIh8N8/PHHvP7662zcuDG23bIn0Jo5ntbMieDoJ3P/GwaR5Gz8+YOx1+/CtbsAu38fpaWlLF68mGXLljFjxgxmzJihqUxERESkzxo3bhzz58/n1ltvpTLQyuMbkvjF5AYSju2GdBERkV7jwwoXfy2LzhZ44YUXcuONN2qmIul31q1bd8zHOD6LIsWJ1+sFYOLEiYedanTq1KlANMArKSnpMA6ITf12KMFgEIgGkv9+zvbXDiUQCMSet489lnOKiIi0q6+v5w9/+ANXXHEFc+fOjYWIEXcqwdzTaJp0Ga1DpvSfEPFghkEkdRj+8TPw532HUNoILAzq6up46aWXuOyyy5g3bx5btmyJd6UiIiIix8WECROYM2cOANvqnTxT6MNUU6JIt7AO82/tcNtFpGsVVDv5n63Ra/CnnnoqN910k0JEkaPUpzoSBwwYwP79+/F4PIfdJyUlJfa8PaQbPHhwbFtVVRU5OTmHHFtZWQnAoEGDYtuysrJYv349VVVVhz1n+zjDMBg4cOAxn1NERPq3UCjEZ599xt/+9jdWrlwZ64q3gHBqDqHM8USSBoM+IEcZBpGkTCJJmRitzTirinBWbyUcbuH999/n/fffZ9SoUXzrW9/inHPOUZeiiIiI9Cnf/OY3ueGGG3j66af5V7WLxVssZuY166OiyHHW2rYs6fXXX89FF13E0qVLWbRoUWy7iBw/W+ocPLU5CdMyGDt2LPfeey8OR5+KQkS6VZ/61zN27Fh27NjB3r17D7vP/v37Y8/bQ73hw4fjcDgIh8MUFxcfMtQzTZOysjIARo8eHds+evRo3n333Vh346GUlpYCMGTIkFin5LGcU0RE+h/LsigsLOS9995jxYoVNDQ0HHjNnkBo4BhaB+VjJSbHscqez0rw0jr0ZFqzJ+PYt5OEykLsgVp27NjB008/zbPPPsvUqVM599xz+frXv37Em5NEREREeovLLruM/fv38+qrr/LRnkR8TovLRvvjXZZInxaxomn9RRddhNvt5qKLLmLRokWx7SJyfJQ02nlsQxIh02DYsGH85je/0Xd7kWPUp6Y2PeWUUwDYsmXLYcPENWvWAJCWlhbrCnQ6nZx00kkArFq16pDjNm7cSFNTEwAnn3xyp3MWFhZ2uKh7sJUrV3bY91jPKSIi/cfu3bt56aWXuPLKK/npT3/KsmXLaGhoiHYfJmcTGHEGTZMuoyXnawoRvwqbg3DGWPwT/j+a879La0Yelt2FaZqsXr2aBx98kP/8z//kgQceYPXq1UQikXhXLCIiInJMrr/+er7zne8A8NcyN38tTYxzRSJ9m92IzmG6dOlSAoEAS5cu7bBdRLreHr+NR9YlE4zYyMjI4NFHHyUtLS3eZYn0en0qSLzgggtITEzEsiwee+yxTq8HAgFeeuml2L52+4EVxr/97W8D8Prrr1NbW9tp7DPPPAPAmWeeydChQ2Pbp02bRkZGBuFwmBdffLHTuE2bNvHxxx8D8IMf/KDDa0d7ThER6dsqKipYsmQJN910Ez/84Q9ZvHgxu3btAiDiTiM4dBrNky4jMO58wgPHgN0Z54p7McPA9A2iZfhpNE3+AYHRZxNKG45l2AgGg7z33nvccccdXHrppTzxxBMUFBQQDofjXbWIiIjIV2YYBrfddhtnnnkmAH/c4eWjClecqxLpuxLarrouWrSICy64gEWLFnXYLiJdqzZo4+G1yTSGbCQnJ/Poo4+SmZkZ77JE+gT73Llz58a7iK7idrtJSEjgk08+YevWrVRXV3PiiSfi8XgoLy/n1ltvZfPmzaSkpPD44493aGkeN24cb7/9NpWVlaxcuZLJkyczcOBA6uvrefDBB3nrrbdwOBzMnz+frKys2DibLfqLacWKFRQUFJCQkMDEiRNxOBx8+umn3HLLLTQ3N/PNb36Ta6+9tkO9R3vOL6u9K/NoxoqISPcxTZOtW7eybNkynnjiCV544QVWr14dW3/XdHoIDcojmHsarUOmYCZlgj0hzlV/MSPSSkJlIQCtmRPA0cMvVBk2THcq4fQR0WliXUkQacXW2kwgEKCoqIh3332XpUuXsnPnTkzTZNCgQTidCnJFRESkd7DZbJx++uls3ryZPXv2sK7GyQCXSW6SZl8Q6Wp/25WIP9w5NfQ6Lc4bFoxDRSJ9V03QxkNrk6kJ2klMTGTBggVaKkykTVfkRIZlWX2qn96yLB566KFY5yFAcnJybNrRpKQknnzySU499dROY7ds2cJVV10VW0cxKSmJ5uZmTDO6CvK8efO45JJLDnnOe+65hyVLlgDRaUudTid+f3S9gbFjx/LKK6+QlJTUZef8MtatWwfA5MmTj2q8iIgcP62traxdu5ZPPvmElStXUlNT0+F105FIODWHcPoIIsmDweh9t60aLY34NkT/NjadeEk0mOuFjJZGnPt24qgrxe7v+P9T+1Tlp59+Oqeffnps/WURERGRnszv93PHHXewefNmAK4Z18RZQ1riXJVI33LbylRqgvZO2wcmRnjstP1xqEikb6oOHAgRXS4XDz30EFOmTIl3WSI9RlfkRH0uSGz36aef8vvf/561a9fS2NhIZmYmZ555JjNnzjziNKFVVVU888wzfPjhh1RVVeF2u5k8eTKzZs06ZPh4sLfffptXX32VoqIigsEgQ4YM4fzzz+e6667D5/Mdl3MeiYJEEZGepba2ln/961+sXLmSzz77LHbDSbtIYko0PEzLxfRmgGHEqdKu0VeCxIMZrc049pfhqCvD3rgHwzI7vJ6Xl8fpp5/OqaeeyqhRo7DZel8ALCIiIv2D3+/nl7/8JRs3bgTgx2ObOGeowkSRrqIgUeT4qwrYeKggmX0t0U7Ehx56iJNOOineZYn0KAoS5YgUJIqIxJff72fjxo2sWbOGNWvWsGPHjg6vW0DEN4hwai7htBysxJT4FHqc9MUgsYNIK476XTjqynHUl2NEWju8nJKSwpQpU5g6dSpTp05l8ODBcSpURERE5ND8fj9z5syJXT/40ZhmvqUpF0W6hIJEkeNrr9/G/LXJ1LaFiA8//DAnnnhivMsS6XG6IidydFUxIiIi/V04HGbr1q2x4HDz5s2Ew+EO+1g2B+HkbMKpOURSh2E53XGqVo6ZPYFw+kjC6SPBNLE37cVRV4Zjfxm21ibq6+v54IMP+OCDDwDIzs6OhYonnXQSKSl9KzgWERGR3sfj8TB//nzmzJlDQUEBv//cS9iCb+coTBQRkZ6rotnGb9amUNdqw+Px8PDDDzNx4sR4lyXSZylIFBEROUqWZVFWVhYLDtetW0dzc3PHfTAwvQMJpwwhkpxNxJsBts53pUovZ7NF//9NzqYl52sYLY04GiqwN1TgaKjAiLRSUVFBRUUFb775JoZhMGbMGE4++WSmTp3KxIkTcblc8X4XIiIi0g+1TwV39913s3r1al7b7qW+1cZlo/zYevdM+yIi0gdt2+/gtxuSaA7b8Hq9PPLII4wfPz7eZYn0aQoSRUREvqRwOMz27dvZuHEjGzduZNOmTdTW1nbaL5KYEguVwkmDwZEQh2olbgwDKzGZUGIyoUF5YJnY/LU4GnZjb6jA3lgFVoRt27axbds2XnnlFZxOJ3l5eUycOJETTjiBiRMnkpycHO93IiIiIv2Ey+Vi3rx53H///XzyySf83zI3tUEb1+U3kaB74EREpIdYXZXAM4U+QqZBamoq8+fPJy8vL95lifR5ChJFREQOo7m5mc2bN7Np0yY2btxIUVERwWDnaZ5MpzsaGraFh1aCNw7VSo9l2DC9A2n1DoTBk8AMY2+sjHUr2vz7CIVCsYD61VdfBWD48OEdgsXs7GwMQ20BIiIicny4XC7uv/9+nnjiCZYtW8Y/q1zsb7Fx84mN+JxWvMsTEZF+7p3yRF793IOFwdChQ/nNb37DkCFD4l2WSL+gIFFERKRNZWVlLDTcuHEjxcXFmKbZaT8zwUfEl0kkaRARXxamOxUU8MiXZXMQSRlCJGUIrYARCmJv3Iu9qRJ7UxU2fw2GZVFSUkJJSQlvvfUWAOnp6bFg8YQTTmD06NE4HPooJyIiIl3Hbrdz8803k5WVxTPPPMPWeif//5pkZk9qJMPd+XOxiIjI8WZa8Op2D++WuwGYMGECDzzwAKmpqXGuTKT/0NUnERHplwKBAJ9//jlbt26lqKiITZs2UVVV1Wk/CwPTkx4NDn2DiCRlquNQupTlTCScPpxw+vDohkgYe3N1LFi0N1VhRFqpra3l73//O3//+9+B6HpG+fn5jB8/nnHjxpGXl0dGRoa6FkVEROSYGIbBD37wAzIyMpg/fz57/HD/mhRuPbGBkcmReJcnIiL9SEsEFhX6WF3tAuCMM87g7rvvxuVyxbkykf5FQaKIiPR5oVCIHTt2sHXrVrZs2cKWLVsoLS09ZLehZXMQ8WW0BYfR8BC7Mw5VS79ldxBJHkwkeXD0vy0LW6AuGiw2VmFvqsTW2kQwGGTt2rWsXbs2NjQtLY28vLzYY9y4cbpLU0RERI7K2WefzYABA7j77rupb2rigYIUrh7XzBmDW+JdmoiI9ANVARu/25hEWVM0wvj+97/PjTfeiN2uxXtFupuCRBER6VMikQilpaUdQsOdO3cSCoUOub/pSiLiHRjtNvRlYnrSwbB1c9UiR2BEu2JNTzqhQfnRTa3NB4LF5mps/loMK0JdXR2ffvopn376aWx4ZmZmh3Bx7NixeL3qqhUREZEvNnnyZJ588knmzJlDRUUFzxX52NHg4EdjmnHoI7OIiBwn6/c5eWazj+awDZvNxo033sjFF18c77JE+i0FiSIi0mtFIhF2794dm6J0y5YtbNu2jWAweMj9TaeHiHcgpncgEW8GEe9AcGg6DOl9rAQv4fSRhNNHRjeYZrRrsbkam78Ge3MNNn8dBhaVlZVUVlby0UcfAdHpyoYNGxabDnXcuHGMHDkSj8cTx3ckIiIiPdXw4cN59tlneeCBB1i1ahUrdidS2mjnZyc0ke7SuokiItJ1TAveKHGztNiNhUFaWhr33nsvJ510UrxLE+nXFCSKiEivEAgE2LlzJ9u3b489iouLDxsaWnZXtNOwLTQ0vQOxEhSUSB9ls2F6B2B6BxzYZoax+Wuj6y0212BrrsEerMeyLMrKyigrK+O9994DouFidnY2o0eP7vAYOHCg1lwUERERkpKSePDBB/nf//1f/ud//ocdDU7u/SyFmyY2kpcWjnd5IiLSBzSHDBYV+VhbkwBAfn4+9913H4MGDYpzZSKiIFFERHoUy7Kora3tEBhu376dXbt2YVnWocfYHAc6DT3R8NByJYECEOnPbA5M3yBM3yBiE/uGW7H790U7F5vbOhdbm7Asi927d7N79+5Y5yJAcnJyp3AxJycHh0MfIUVERPobm83GVVddxbhx45g3bx4NTU3MX5fMD0b5OW9YUB+9RUTkqJU12XliYxKVgej6h9/73vf42c9+RkJCQpwrExFQkCgiInEUDocpLy9nx44dHULD/fv3H3aM6fRietKJtK0ZF/EMUGgo8mU5EogkDyaSPPjAtnALdn9ttHvRvw+bvxZbcD+GZdLQ0EBBQQEFBQWx3Z1OJyNGjOgQLo4cORKfzxeHNyQiIiLd7dRTT+XZZ5/l3nvvZceOHbyy3cumOifX5TeRknDoG/9EREQOxbLgvV2J/HGHh5Bp4HQ6ue2227jgggviXZqIHERBooiIHHeWZVFVVUVxcXGHR2lpKa2trYceYxiYiamxsLA9PMSR2M3Vi/RxDlcsXIx1LpoRbMH9beHigZDRiLQSCoXYtm0b27Zt63CYrKwsRowY0eExbNgwXC6tQyoiItLXDBkyhKeeeor//u//5p133mHDvgR+9c9UrstvYtLA0BcfQERE+r36VoPnCn1sqI12HWZnZ3PvvfeSl5cX58pE5N8pSBQRkS5VV1fXKTAsLi7G7/cfdoxlT4h2GLrbOw0HYLpTwWbvxspFJMZmj/479AwgtuqRZWG0Nh/oXAy0hYwtjQDs3buXvXv38umnnx44jM3G0KFDOwWM2dnZmh5VRESkl0tMTOTOO+/klFNOYcGCBTQ0N7NgQzLnDg1w2Sg/CfooLyIih7GuxslzRT4aQzYAzjvvPG6++WY8Hk+cKxORQ9EVHBEROSpNTU2UlJR0CgyPNC1prMvQnYrpTsN0pxHxpGMl+DQ1qUhPZxhYLh8Rl49IWs6B7eFW7IFabIG6tsd+7P5ajEgrpmlSVlZGWVlZh7UXnU4nubm5nQLGzMxMDP0uEBER6VWmT5/O+PHjefDBB9mwYQPv7XJTVOfkhglNDPNF4l2eiIj0IK0ReG2Hh/d3uQHwer3cfvvtTJ8+Pc6ViciRKEgUEZEjamxspKysjNLSUkpLS2PhYVVV1WHHWIDlSiZyUGBoetIwXcnqMhTpaxwJRJKyiCRlHdhmWRihwEHhYh32tpDRMMOEQqHYmqgH83g8DB8+PPbIzc0lJyeHzMxMbDZbN78xERER+bKysrL47W9/yyuvvMLixYvZ1exg7r9SuHSUn3OHBrHpPiERkX6vrNHO04U+djdHI4lJkyYxZ84cMjMz41yZiHwRBYkiIoJlWdTV1cXCwoMf+/btO+JYM8HbFhamEmkPDRNTwa4/MSL9lmFgJXiIJHiIpAw5sN2yMFqbosGi/0DIaAvWY1gmfr+fwsJCCgsLOxwuMTGRnJwccnJyOgSMQ4YM0RSpIiIiPYTdbufKK69k6tSpzJs3j4qKCv7wuZd/VSdwbV4TmR4z3iWKiEgchE14s9TNGyVuIpaB3W7nmmuu4fLLL8du183mIr2BrryIiPQjpmlSWVnZocOw/dHY2HjksU53h2lJI23hIQ5XN1UvIr2eYWC5koi4koikHjQ9qmlia2no0MFoC9Rja6nHsCyCwSDbtm1j27ZtHQ7ncDgYOnQoOTk55ObmMnz48Fjg6HLpd5OIiEg8jB8/nueff54nn3ySt99+m637nfzqs1QuUXeiiEi/U9Jo57kiH+VN0Rhi2LBhzJkzh/z8/DhXJiJfhYJEEZE+KBQKUVFREQsMS0pKYuuUBYPBw46LTknqiwWGkfbgMDFFgaGIHD82W9tNCqnAiAPbYwHjfmzB/dFwMRh9bpgRwuEwJSUllJSUdDicYRgMHjw4FjC2P3JyckhKSurWtyYiItIfeTwefvGLX/CNb3yDRx99lOrqav7wuZfPqhK4Nr+JwepOFBHp00Im/KXEzVulbkzLwGazcemll3LNNdfopk+RXkhBoohIL1ZfX09ZWRnl5eWxoLC8vJzdu3djmof/cm4ZBqYrBdOdcqDLMLEtMNSUpCLSU3QIGA8SmyL1QMBob3tuRFqxLIuKigoqKipYtWpVh6FpaWnk5OQwbNiwDj+zsrI0rY6IiEgX+9rXvsbixYt55plneOutt/i83sndn6Vy8Ug/5w1Td6KISF+0s8HO80U+drWthZibm8svf/lLxo8fH+fKRORo6WqxiEgPFw6H2bNnT4ewsP3R0NBwxLGWzR4LCGNhoTsV05UMNls3vQMRkS528BSpDDuw3bIwwoFowBjYjy1YfyBsDAUAqKuro66ujvXr13c4pNPpZMiQIbGpUdsfw4YNw+v1due7ExER6VN8Ph+zZ8+OdSdWVlby6vb27sRmhngj8S5RRES6QGsk2oX417IDXYg/+MEPuOqqq9SFKNLLKUgUEekhGhsbD9tdGA6HjzjWdHqiYWHiQV2GiSlYCV4wdJuviPQThoHl9BBxeogkZ3d8LdwSDRYPfgTqsbU0YFgmoVDokNOkAgwYMKBD92L788zMTGy6KUNERORLmTZtGi+++CLPPvssb7zxBjsanNz9WQrfyw3wveEBnPqTKiLSaxXWOVi8xUdlIDrLy/Dhw7nzzjvJy8uLc2Ui0hUUJIqIdKN/7y4sLy+PPerq6o441jLsmInJBwLDWJdhMtgTuukdiIj0Ug4Xpm8Qpm9Qx+2WidHS1Lb2Ylu42B40hqNryu7bt499+/axdu3aDkNdLhdDhw5l2LBhsUdOTg5Dhw7F5/N11zsTERHpNbxeL7fddhvf+MY3MWoQogAAIABJREFUWLBgARUVFSwr8fDPqgRm5jUzLvXIN1CKiEjP0hQyeHW7h3/sSQTAbrdz+eWX8+Mf/5iEBF2rEukrFCSKiHQxy7LYv39/h5CwPTisqKggEjny1D2mw93WVdjxYbl8YOg2XRGRLmXYsBKTiSQm0+m3c3sXY/s0qe2PlgYMy6KlpYUdO3awY8eOToc9eC3Gg0PGrKwsHA59BBcRkf5t6tSpvPjii7z00kv88Y9/ZI/fwQMFKZyVHeTSUX68TiveJYqIyBFYFqyqTOAPn3tpCEWvVeXn53PHHXcwcuTIOFcnIl1NVzFERI5SS0sLu3fv7hQWlpeX09TUdMSxHbsLO3YZ4tC88SIiPcLhuhhNE6OlEXtbF6MRCxkbYl2Mh1uL0eFwkJ2dHQsWDw4aU1NTu+udiYiIxF1iYiI/+clPmD59Oo8++ihbt27lg4pECmoSuHJsM9MyWrVKg4hID1QdsPHSNi8b9kU7Dj0eD9dddx0zZszAbrfHuToROR4UJIqIHIFlWdTU1HQKCsvLy9m7dy+WdeQ7ZTusXRhbv7B97UJ1F4qI9Eo2G5Y7hbA7pfNrh1qLsS1kNCyTcDgcWwf3k08+6TA0OTk5NlXqwWsyZmdna1ogERHps8aMGcPChQtZunQpzz//PPXBIE9uSuKkga38eGwzAxLNeJcoIiJAxIS/7Urk9Z0eWs3onR6nn346N998M4MGDfqC0SLSmylIFBEBgsHgIaciLS8vJxAIHHGsZXMcFBb+W3eh3dlN70BERHqEL1yLsa1z8eCQMeQHoKGhgcLCQgoLCzsMtdlsZGVldehgbH+enp6OoXYNERHp5ex2OxdffDFnnHEGv/3tb1m1ahVraxIorHPy/ZF+vjU0iE1/7kRE4qa4wc7irT5KGqNxwoABA7jllls444wz4lyZiHQHBYki0m+Ypkl1dXUsJDy4u7CqquqIYy3Acvk6rVtoJqZgOT1ozh0RETmiI63FGAkdvovRDGOaJhUVFVRUVLBq1aoOQ71eb6d1GIcNG8bQoUNxuTRVtoiI9C6ZmZk89NBDfPjhh/zud7+jrq6OVz73snKvi5l5TQxPOvJ68yIi0rUCYfhzsYe/lSdiYWAYBjNmzOC6667D5/PFuzwR6SYKEkWkz/H7/Z26CsvKyti1axctLS1HHGvZE/6tqzC17WcS2PQrU0REjgO7E9M7ENM7sON2y8Jobe4QLEZ/7sfW2gxAc3MzW7ZsYcuWLR2GGoZBZmZmp7UYc3JyGDhwoLoYRUSkxzIMg7POOouTTz6ZRYsW8eabb1LS6ODXq1M4b1iQ/xzhJ1FfzUREjruCaicvb/NS2xJd93DEiBHMnj2bCRMmxLkyEelu+uglIr2SZVnU1dVRWloa6y5sf/7F3YUGlivpwFSk7tQD3YWORHUXiohIz2AYWC4fEZePSMqQjq9FwthaDgoYA/WxkNEww1iWxd69e9m7dy+rV6/uMNTj8ZCTk0Nubi45OTmxx5AhQ3A49PVARER6hqSkJG6//Xa+9a1vsWDBAkpKSnin3M3qqgSuGtfM5IGheJcoItIn1bbY+P02D/+qjs5wkpCQwFVXXcVll12m7wsi/ZT+5YtIjxaJRNizZ0+nsLC0tJSmpqYjjrXsrmhA6G5fu7AtMHQlgc3eTe9ARETkOLA7MD0DMD0DOm63LIxQ4JBTpRotjRhEO/cP1cVot9sZOnToIUNGj8fTfe9NRETkICeccALPPfccr732Gi+//DL7WuCxDclMy2jhyrHNpLqseJcoItInmBas2O3i/+zwEIzYAJg6dSq33XYbQ4YM+YLRItKXKUgUkR4hEAiwa9euDkFh+3SkodDh7zS1ACvB1xYWtgWFbR2GltPdfW9ARESkJzAMrAQPkQQPkeTBHV8zwwemRw3sPzBNarAew4wQiUQoLS2ltLSUf/zjHx2GZmRkdAgY23+mp6drmlQRETnunE4nV155JWeddRaPPfYYBQUFrK52sbnOyeWj/Zw5uEUTy4iIHIOKZhsvbPHxeb0TgJSUFH76059y7rnn6vO+iChIFJHuFQgEKC0tpaSkJPYoLi6msrLyiOMsw35g7UL3QYGhKwXs+lUmIiLyhWwOTE86pie943bLwmht6hgwtv8MBwGorq6murqaNWvWdBjq9XrJzc1lxIgRDB8+PPZzwIABuuAgIiJdbujQoSxYsIC//e1vPPXUUzQ0NPDCFh+fViYwM6+ZQW4z3iWKiPQqYRP+WurmLyVuwlb08/v555/PDTfcQEpKSpyrE5GeQlffReS4aGlpoaysLBYUtoeGe/bswbIOP/WMZU/AdKcSSWzrMGzrNLRcPjBs3fgORERE+gkjunZwxJVEJGVox5dCwVjX4sFdjEZLEwbQ3NxMYWEhhYWFHcYlJSUxfPjwWLjYHjCmpaV14xsTEZG+yDAMzjvvPE455RSeeOIJVqxYQWFdAnP+6eT7I/18a2gQu746ioh8oZ0Ndl7Y4qO8KRoRDB48mNtvv52TTz45zpWJSE+jIFFEjkkoFKK8vLxDWFhcXExFRQWmefi7QU1HIqY7LdpV6E6LdRhajkQ0J42IiEjPYDkTiTiziCRldXzBDLeFi23Towbq2oLGBgwsGhsb2bhxIxs3buwwLCUlpVP34vDhw3W3s4iIfGVpaWnce++9nHPOOTz22GPU1NTw6nYvqypdzMpvIscXiXeJIiI9UksE/rzTwzvliVgY2Gw2Lr74Yq655hrcbi0TJCKdKUgUkS/Fsiz27t3Ljh072L59eyw43LVrF5HI4b+gWXYXkfaw8KCfWr9QRESkF7M5MD0DMD0DOm6PBYwHwkV7oA6jpREDqK+vZ926daxbt67DsPT09Fi4OGrUKEaNGsXw4cNxuVzd955ERKRXOu2005g0aRKLFi3iL3/5C8WNDn69OoXv5Aa4cHgAh7oTRURiiuocvFDkoypoB2DkyJHccccd5Ofnx7kyEenJFCSKSCehUIiSkhK2b98ee+zYsYOmpqbDjrHsTszENCKeVMzEA6Gh5XSrw1BERKS/OFzAGAl36Fy0tweNrdHPFrW1tdTW1lJQUHDgUDYbubm5jB49OvYYNWoUqamp3fmORESkF/B6vdx6662cffbZPPLII5SXl/NGiYd1NQn8ZHwTw9SdKCL9XGsEluz08G559MZ+p9PJlVdeyeWXX47T6YxzdSLS0ylIFOnnGhoaYl2G7Y/S0lLC4fAh97cMezQk9KQf1GmYhuX0KDAUERGRQ7M7ML0DMb0DO26PhGLdi/b26VH9tdjCAUzTpLi4mOLiYt57773YkIyMjFio2B4wZmdnY7Op5UREpL878cQTef7553nppZd47bXXKGuKdid+f6SfC3KC2PSVVUT6oZ0Ndp4t9LHHH40C8vPzufPOO8nNzY1zZSLSWyhIFOkn2qcmPTgw3L59O5WVlYcdYzoSMT3pmJ4BRDzp0eeJKWDoQp2IiIh0AbsT05eB6cvg4FuYjJAfm78Wu78Wm39fNFwM1mMA1dXVVFdX8+mnn8b2d7vdHYLF0aNHM3LkSBISErr9LYmISHy5XC6uv/56TjvtNB588EEqKir44w4va2sSuH58E4PcZrxLFBHpFmET3ix185cSN6ZlYLfbufrqq7n88stxOBQLiMiXp98YIn1UU1MTW7ZsobCwkKKiIoqKiti/f/8h97UAKzGZiHtAtNOwLTzUtKQiIiISD5bTQyTFQyRl6IGNkVC0c9FfeyBkDNRimGECgQCbNm1i06ZNsd2dTiejR49m/Pjx5Ofnk5+fT3Z2NoY+24iI9AsTJ07khRde4JlnnuEvf/kL2+qd/OqzVK4Y3cw3s1v0VVdE+rTdzXYWFfooboxe/h8+fDhz5sxh7Nixca5MRHojBYkifUA4HKa4uDgWGBYWFlJWVoZlWZ32tWx2THd6rMMw4hmA6U4Du+ZDFxERkR7M7sT0DcL0DTqwzTIxWhqxt3UttoeMtpCfUCgU+2zULiUlhfz8/Fi4mJeXR1JSUhzejIiIdAe3282tt97K6aefzsMPP0xNTQ2Lt/ooqEng2vwmUhI6f2cWEenNLAve25XIH3d4CJkGhmFw6aWXMnPmTFwuV7zLE5FeSkGiSC9UVVUVuzBWVFTE1q1bCQaDnfazMDDdqUS8GZi+QdGfbk1NKiIiIn2EYcNKTCGcmALpIw9sDgWwNVdjb6rC3lyNvakGwwxRX1/PqlWrWLVqVWzfnJycWLg4fvx4RowYoameRET6mFNOOYXFixfz+OOP8/7777N+XwL3fJbKjRMayUsLf/EBRER6geaQwfNbvKypjgaGWVlZ3HXXXUyaNCnOlYlIb6dvyCK9wJ49eygoKGDNmjVs2LCBmpqaQ+5nOt1toWEGEe8gIt6B6jQUERGRfsdyuomk5hBJzWnbYGIL1mNrqm4LFquwBfZjYFFWVkZZWRnvvvsuEF1bKy8vjylTpjBlyhTy8/MVLIqI9AFJSUncfffdnHbaaSxYsID9zc08tDaZi0f6+U5uEJumOhWRXqy4wc6Tm5KoDtoBOO+88/j5z3+O1+uNc2Ui0hfoG7FID7R//37WrVvHmjVrWLNmDRUVFZ32sQw7Ee8ATG8Gkbbg0Erwak1DERERkX9n2DDdaZjuNMIZbevCRELYm2uwN1e3BYxV2EIBWlpaWL9+PevXr2fx4sW43W4mTZrE1KlTmTp1KiNGjNA6iyIivdj06dMZO3Ysc+fOZfv27SzZ6WVrvZOfjG8iyampTkWkd7EsWL7bxSufewlbBgkJCdx6661ccMEF8S5NRPoQBYkiPUAgEGDjxo2sWbOGgoICtm/f3ml9Q8ueQDhpMJHkwUR8gzDd6WDTFKUiIiIiR8XujH6uSh4c/W/LwmhtjnYsNu7F3lCBPVhPIBDoMB1qWloaU6ZMYerUqUyZMoWsrKw4vgkRETkaQ4cO5amnnuLJJ5/kzTffZMO+BO75LIWfTmxiTIqmOhWR3iEQNnhxi5d/VkWnMh02bBhz585l1KhRca5MRPoaBYkicVJaWspHH33EmjVr2Lx5M+Fwxy8rlmEnkjSISFI24eRsTO8ArW0oIiIicrwYBpbLR9jlI5w+IrqptRl7QwWOhj3YGyqwhfzU1dWxfPlyli9fDsCQIUOYMmUK//Ef/8G0adNwOjWtvIhIb+Byubj99ts58cQTWbBgAbXBIA8WJHPZKD/nDQtqsh8R6dF2Ndl5fGMSlYHoVKbTp09n9uzZeDyeOFcmIn2RgkSRbrRnzx5WrFjBihUr2LFjR4fXLMD0DiSclE0kJZuIbxDY9E9UREREJF6sBC/hgWMIDxwDloUtWB/tVGyowNG4FyPSyu7du9m9ezdvvvkmSUlJnHnmmZx99tlMmjQJu90e77cgIiJf4Nxzz2Xs2LH8+te/pqSkhFe2e6nw2/nx2GYcupdXRHqgDfucPLnJRzBiw+l0ctNNNzFjxgxNvy8ix41SCpHjbN++fXz00UcsX76czZs3d3jNTPARTh1KJDmbcNJgcLjiVKWIiIiIHJFhYLpTMd2phDLHg2Via96Ho6ECe8Nu7I17aWxs5K9//St//etfSU9P56yzzmL69OmMHz9eF3ZERHqw3Nxcnn76aR555BFWrFjBhxWJVAds3DSxCa/WTRSRHmT5Lhf/+7kX0zIYOHAgDzzwAOPGjYt3WSLSx33lIHH16tU4nU4mT578pfZ/9913qamp4Yc//OFXLk6kt2psbOTvf/87y5cvZ926dZimGXvNdLgJp48gNGAkpjcDzZciIiIi0gsZNkxfBq2+DMiehNHqx1FbjLN2J/bmampra3n99dd5/fXXycrKYvr06Zx99tlas0ZEpIdyu93cc889DB06lJdffpnNdQnMK0jmthMbyXCbX3wAEZHjyLTgte0e3il3AzBmzBgefPBBMjIy4lyZiPQHhmVZX+nWqry8PDIyMvjHP/7xpfafNm0adrudVatWHVWBcvTWrVsH8KVDXzl29fX1vPbaayxdupRgMBjbbtkTCKXlEk4fSSR5sNY6FJF+wWhpxLdhCQBNJ16C5UqKc0UiIt3DCDbgrC3GUbsTe6Cuw2tTpkxh1qxZTJgwIU7ViYjIF3n33Xd55JFHCIfDJDtNbj2xkVEp4XiXJb3MbStTqQl2nuZ8YGKEx07bH4eKpLdqicDTm5MoqEkA4LTTTuPuu+/Weogi8qV0RU50VFObftnssaioiMbGRhITE4/mNCK9RlNTE0uWLGHJkiX4/X4ALJuDcOowQumjiKQMAZvWyBERERHpD6zEZFqzJ9GaPQlboA7Hvp04a3dia2mkoKCAgoICTj31VGbOnMnYsWPjXa6IiPyb8847j8zMTO655x4aGht5cG0y/zW+iWmDWuNdmoj0M/tbDB7bkExJY/Qy/sUXX8wNN9ygtbhFpFsdMUhcuHAhzz77bIdthmGwb98+Jk2adMQDRyIRIpEIhmEwcuTIY69UpAfy+/0sXbqU1157jcbGRgAsu5PWrBNozRwP9oQ4VygiEj+2QH3suav8X7RmT8L0pMexIhGR7me602gdOpXWIVOw1+/CtbsAu38fq1atYtWqVZx55plcffXV+s4kItLDTJ48maeeeoo777yTiooKntzk4yfjmzgtS2GiiHSPuhaD+WtT2OO3Y7PZ+PnPf86FF14Y77JEpB864vyKs2bNYsCAAbS0tMQelmVhWVaHbYd6hMNhLMsiISGBm2++ubvej0i3+fDDD7niiit47rnnaGxsxLI5aBk8iaYTL6U1e7JCRBHp12z+Wtw7P4z9t7OuGM+W/4vNXxu/okRE4skwiKQOwz9+BoHRZxNxpwHw97//nVmzZjF//nxaWlriXKSIiBwsJyeHhQsXMm7cOCwMni308fEefdcXkeOvNmjjwYJoiOh0Opk3b55CRBGJmyN2JLpcLhYuXEhRUVFs21133UVSUhJz5sw54oFtNhspKSlMmDBBi75Kn/POO+/w8MMPY5omlmEnNCif1sEnYDnd8S5NRKRHcFYWYkQ63q1tRFpwVhbSMuLrcapKRKQHMAzCabmEU3Nw1BaTULEWe7Ced955h3379jFv3jxcLle8qxQRkTapqak8+uij/OIXv6CoqIjninxErGa+ka2bP0Tk+KgJ2phfkExV0E5CQgIPPPAA06ZNi3dZItKPGdaXXfCwTV5eHgMHDuTjjz8+XjVJF+mKRTSls7feeosFCxZgWRYRbwaB0WdjJWhxYxGRg3k2vo49WN9peyQxBf8J349DRSIiPZRlkvD/2Lvv6KrqfP3j731qzslJSCihE5qAdJAaQBFQAXUEHEUZRwRR2iioKF0Q1KuO945tLIzlOrYRZeQ3jqNcUXGAMIj0BEKoCaGkkV5P2b8/ohkZBaXulOe1lmu5dsl+nMWcHPaz9+d7fCfutM0A9OjRg8cffxyPRw+oiYhUJUVFRcyePZuEhAQAJrQv5MqmKhPl1O6PjyKr9Mfr2NUPC/I/cbkWJJLqILPExn9tjSSr1I7b7ebxxx/nsssuszqWiFRj56MnOu1o05+SlJSkElFqrZUrV/L0009jmiYBX0OK21+jElFE5CcYoeAZbRcRqbUMG+WNu1Haoh8AW7du5aGHHqK4uNjiYCIi8kPh4eE89dRTdO3aFYA39vj4Ik1vkIvI+ZNZYuPxLRUlYlhYGE888YRKRBGpEs64SBSprTIyMnjuuecACEQ0pqTd1VoHUURERETOC3/DjpTGxgGwc+dO3n//fYsTiYjIf/J6vTz55JOVT/S/mexjY7ruC4jIucsvN3hqWyTZZXY8Hg9PPfUUPXr0sDqWiAjwM2skns7q1atZu3Yt2dnZ+P1+QqHQKY81DINly5ad7aVEqoQ9e/ZUrIlos1NyyVVgP+v/+4iIiIiI/Ig/pgO24ixcmckkJSVZHUdERH6Cx+PhiSeeYNasWSQkJPDKLh91XPl0iA5YHU1EqqmyIPxhRwTpJRVrIj755JOVbz+LiFQFZ9yElJeXM3XqVOLj4wH4JUssGoZx5slEqpiDBw8CEAqLUokoIiIiIhdEyFsfSObQoUNWRxERkVMICwvj8ccf53e/+x2pqak8szOCBT3zaebTGH8ROTPBELyYGMH+fCeGYbBw4UKViCJS5ZxxG/LOO++wfv16AGJiYujcuTMRERHYbJqSKjVbSkoKAKGwOhYnEREREZGa6vvvmunp6RQXF+P1aj1uEZGqKDIykqeeeorp06eTnZ3N09sjePiyfOqGnXpil4jID5km/Dk5nK1ZFSOS77nnHgYNGmRxKhGRHzvjIvFvf/sbhmEwevRolixZgsOhN7OkdoiKigLAnn8UAmXg0KLqIiIiInJ+OXIqpmB4vV5cLq27JSJSlTVq1IgnnniCGTNmcKK4mKe3R7Dgsny8jp+f3iUi8nGKh6+OhgFw6623MmbMGIsTiYj8tDN+jfDgwYMYhsGcOXNUIkqtcuutt+LxeLAFSnEf2WJ1HBERERGpYWxFWTgz9gAwfvx4/X1LRKQauOSSS1iyZAl2u520Igev7PIRUo8oIj9jS6aTDw9UTJ4YNmwYd911l8WJRERO7YyLRJfLhdfrJTIy8kLkEamy6tevzx133AGAMyMJe0G6tYFEREREpOYIBghL2YCBScuWLbnxxhutTiQiIr9Qr169uP/++wHYmuXi40MeixOJSFV2rNjGK7t8AHTu3JnZs2dr2TARqdLO+BOqffv2FBUVcfz48QuRR6RKu/HGG2nZsiUGJp49n+HI2mt1JBERERGp5oyyArxJf8delAnAjBkz9DaiiEg1c+2113L99dcD8NeDHrZnOy1OJFZznuKu66m2S+1QGoDndkZQErRRr149HnnkEZxOfV6ISNV2xr+6fvOb32CaJs8+++yFyCNSpTkcDh555BGaNGmCYQbxHFyLO2UDhIJWRxMRERGRasied4TwxP+HvfgENpuNe+65hx49elgdS0REzsI999zDpZdeionBS4k+0ovVGNVm7er4z2i71HymCa8m+ThS5Ki8x1ivXj2rY4mI/Cz74sWLF5/JCW3btqWwsJD333+f5OTkijXjbDb8fj8lJSWn/Mfr9V6g/wQ5le/fGm3UqJHFSWqWqKgorr76ag4ePEhaWhr2oizsBccJ1mkKdpfV8UREqgRXeiJGsPxH2027C3+jThYkEhGpYswQruM7CDu4DsMMEhUVxeOPP86QIUOsTiYiImfJbrfTp08fVq9eTUFxGUm5TgY2KsOhPrFWauAJ8a90F/6QUbkt3BHijg5F1HFpIc3a6NPDYaw6XDH6+N577+Xyyy+3OJGI1AbnoycyTNM8o99c11xzDQCHDx/ml55qGAa7du0683RyTrZt2wZA9+7dLU5SM4VCId58803efPNNAEybg/JGXShv1BnsGkkgIrVb+Pbl2MoLf7Q95PJR1O1mCxKJiFQd9rwjuA9/g70kB6hYPmLp0qXExMRYnExERM6Hbdu2cf/99xMKhbiySSkTOhRZHUkssiPLwdM76gDQN6aMX7UsoblPU61qo715Dh7bEknINBg+fDizZ8/GMIyfP1FE5Bydj57ojJ+JSklJISUlhVAohGmav/gfkZrGZrMxYcIEHn30UerUqYMRCuA+upXwnStwZCaDGbI6ooiIiIhUIbbiHDzJq/Amr6osEa+//nqee+45lYgiIjVI9+7dueuuuwD46mgY32RoelFt1Tj83/eGbm5TrBKxliryV4w7DpkGrVu35r777lOJKCLViuNMT/jzn/98IXKIVFsDBw6ke/fuvPPOO3z44Yf4/cV4Dq0jmJ5IWfM+FSNPRURERKTWMsqLcR3ZgjNrLwYVD1l269aNqVOn0qFDB4vTiYjIhTB27Fi2bNnCpk2beD0pnFYRARp49MCxSG1jmvDGnnCySu243W4efvhh3G631bFERM7IGReJffr0uRA5RKo1n8/H5MmTueGGG3j11VdZvXo19pIcvMmrCEQ0orxhZ4JRzUFPG4mIiIjUGkZpPq70xIoCMRQAoHnz5kyZMoW4uDg9iS4iUoPZbDbmzJnDpEmTyMnJ4aVEH/N75mPXeokitco/j7n5JqOiOLznnnto2bKltYFERM7COX192blzJ2lpaT/avnTpUr7++utz+dEi1VKjRo1YsGABL7/8Mt26dQPAUXAc777VhCeswJmRBMGAxSlFRERE5IIxTewF6YTt+4LwnR/iytiNEQpQp04dZsyYwRtvvMGAAQNUIoqI1AL16tVj7ty5AOzLd/LRQY/FiUTkYjpSZOet5HAABg8ezLXXXmtxIhGRs3NWReKxY8cYM2YMN998M2vXrj1pX1ZWFu+88w5TpkzhlltuIT09/bwEPVdPPfUU7du358477zzlMRkZGSxevJghQ4bQuXNnBgwYwPTp09m8efPP/vx//OMf/OY3v6Fnz550796d6667jhdffJHS0tLTnncu15Sqq0OHDjzzzDM8/fTT9O7dGwBbaT5hKfGE73gfV9pmDH+xxSlFRERE5LwxQzhOHMS7++94kz7BmZOCAcTExDB16lTeffddRo8ejcNxxkNhRESkGuvTpw9jx44F4OMUD3ty9XtApDYIhOClRB/lIYOGDRvywAMP6EEyEam2zvjbS3Z2NjfffDOZmZkAFBefXIYEg0H69u3L5s2b2bZtG3fccQcrVqzA6/Wen8RnYdOmTbzxxhunPebw4cPccsstZGVlARAREcGJEydYvXo1X375JQsXLmTcuHE/ee6TTz7J66+/DoDT6cTpdLJ3716effZZPv30U9566y2ioqLO6zWl6jMMg169etGrVy8OHDjAhx9+yOeff47fX4b72HZcx3cSqNeG8gbtCYU30NhTERERkWrI8JfgyNqHK2M3tvLCyu3t27fn5ptv5oorrlB5KCJSy02aNIktW7awd+9eXtnl49E+eXgdptWxROQC+utBL6kln6LyAAAgAElEQVSFDmw2G/PnzyciIsLqSCIiZ+2M30hctmwZmZmZxMbGsnLlyh+94dewYUPefPNNVq5cSWxsLIcOHfrZEu9CKiwsZPbs2YRCp17QOhAIcPfdd5OVlUW3bt347LPP+Pbbb4mPj2fs2LGEQiEeffRRtm/f/qNz//a3v/H6669jt9tZuHAhW7ZsYevWrbz22ms0aNCA5ORk5syZc16vKdVP69ateeihh/jLX/7C7bffTmRkJIYZwpm1l/Ddf8eb+BHO44kY/tO/wSoiIiIiVYAZwp57mLB9XxK+/S+EpW3CVl6IYRgMGDCA5557jpdffpmhQ4eqRBQREZxOJwsWLMDlcpFVauetZOsetheRCy8px8EnKWEAjBs3jq5du1qcSETk3JxxkbhmzRoMw+Cpp56iQ4cOpzyubdu2PProo5imyWeffXZOIc/F0qVLOXLkCGFhYac85uOPP+bAgQNERETwyiuv0KpVKwCio6NZsmQJQ4YMIRgM8uyzz550XjAY5IUXXgDgrrvu4rbbbsPlcgEwcOBAXnrpJQzD4KuvvmLLli3n5ZpSvdWrV4+JEyeyfPly7r//ftq2bQuAvSSXsMMbK25E7fsKe94RMPV0ooiIiEhVYpQV4DqyhfDtH+Dd+znOnEMYponP52PMmDG89dZbPPbYY3Tt2lWjq0RE5CSxsbFMmTIFgPXHw/gmw2VxIhG5EIoDBst2+zAxaNeuHePHj7c6kojIOTvjIvHYsWN4PB66dev2s8f26tULt9tNamrqWYU7V6tWrWLlypV06dKFq6666pTH/eUvfwFg1KhRREdH/2j/91/04uPjycjIqNweHx9PSkoKNpvtJ38pdOnShYEDBwKwcuXK83JNqRnCwsL41a9+xauvvsqyZcu44YYbCA8Pr3hLMecg3uRVhO/4ANeRrRhlhT//A0VERETkwggFcJw4gGfPZ4Tv+AD30W3Y/EUA9OzZkwULFrBixQruvfdemjVrZnFYERGpykaPHk3v3r0BeCMpnBNlZ3xbTkSquLeSw8kqteN2u5k/fz5Op9PqSCIi5+yMv7F4vV4CgcBpR4WedAGbzZJxPhkZGTz88MOEhYXx5JNPnjJDcXExO3bsAKB///4/eUyXLl2IiIjANE3WrVtXuX3jxo0AdOjQgbp16/7kuXFxcQAnnXcu15Sap127dtx3332sWLGCuXPnVo47sJUX4j66Fd+O5Xh2f4IzIwkCGn0qIiIicsGZIex5Rwg7uBbftvfw7F+DI/8oBhUTJm677Tbeeecd/ud//odhw4bhdrutTiwiItWAYRjMnj2byMhIigI2/rQrnJCGEYnUGBvTXaw/XvG9cMqUKcTGxlqcSETk/Djjhq9ly5Zs376dNWvWMGTIkNMeGx8fT0lJCZ07dz7rgGdr7ty55ObmMm/ePNq0aXPK4w4ePFhZirZu3fonj7HZbLRo0YLExET27t1buX3fvn2nPQ8q/vcCOHLkCMXFxXi93nO6ptRcYWFhXHPNNVxzzTWkpqby6aef8tlnn5GTk4OjMB1HYTru1H8RrNMUf902BKJagF1r7oiIiIicF6aJrTgbZ/Z+HCcOYPOXVO6y2Wz069eP6667jj59+mjdQxEROWv169dn1qxZPPzwwyTmuPg8LYxrmuuhYZHq7kSZjf/dEw5Anz59GDVqlMWJRETOnzP+G/D111/Ptm3bWLRoEc2aNaNdu3Y/edyhQ4dYuHAhhmEwfPjwcw56Jt5++23WrVtHnz59uP3220977A/HhjZq1OiUx8XExJCYmEhmZuaPzm3YsOFpz/teZmYmsbGx53RNqR1atGjB5MmTufPOO9myZQurV69m7dq1lJSU4Mg9jCP3MKbNQSC6Jf56bQhGNgZDI1FEREREzpRRmo/zxAEc2fuxl+adtK9Tp04MGzaMK6+8kqioKIsSiohITXP55ZczYsQIPv30U5bv99Ip2k8zX9DqWCJylkIm/GlXOEUBG5GRkcyePVvrZYtIjXLGReKNN97IX/7yF/bu3cuYMWO44oor6NmzJ/Xr1wfgxIkTbN26lTVr1lBeXk6rVq247bbbznvwU9m/fz+///3vCQ8P54knnvjZD+3Cwn+vPxcWFnbK477f98Pji4oq1kbxeDynPO+H+74/91yueaaCwSB79uw56/PFenXq1OHGG2/k+uuvZ/v27WzcuJHExERCoQDO7H04s/cRcoQRiG5JoG4rghENVSqKiIiInIZRVoDjxCGcOQexF2WdtK9Ro0b06dOHPn360KBBAwDS09NJT0+3IqqIiNRQw4cPZ9OmTWRlZfHyLh+Le+Xh0F/lRaqlz9PCSMxxATBu3DiysrLIysr6mbNERC6OYDCI3W4/p59xxkViWFgYL730EjNnziQhIYEvvviCL7/88qRjTLNiwHuHDh144YUXTluWnU9+v5+HHnqI0tJSHnvsMZo2bfqz5wSDFU98OZ3O05aOLpfrpOMBAoFA5bk/d94Pzz2Xa0rt5XK56N27N71796awsJDNmzezceNG9u/fjy1QiiszCVdmkkpFERERkZ9wuvKwTp069O7dm759+9K8eXM9QS4iIhdcWFgYEyZM4Omnnya10MGKA17Gti22OpaInKG0QjvL93sBiIuLo0ePHhYnEhE5/85qcY9mzZqxfPlyPv30Uz7//HMSExPJysoiGAwSFRVFx44dGT58ONdee+1pS7bz7YUXXiAhIYErr7ySX//617/oHLe7YgFcv9+PaZqnvGlQXl4OnFwafl+Q+v3+U/7878/74bnncs0zZbfbad++/VmfL1XXZZddxt13382xY8f4+uuv+eqrr9izZ49KRREREZHvnK48jI6OZtCgQQwePJhu3bqd8xOaIiIiZ6p9+/YcO3aMt99+m3+khtGlXjkdowNWxxKRX6g8CC/t8uEPGTRp0oQFCxbg9XqtjiUicpJt27ad8884qyIRwGazce2113Lttdeec4jzYevWrfzpT38iOjqaRx999BefFx4eXvnvZWVlp3x7srS0YuFrn8/3o3O/3/dTSkpKKv/9+3PP5Zoi/6lx48bccsst3HLLLZWl4po1a0hKSvrpUjE6lmBEY7CpVBQREZGaxyjNw5mTgiPn0CnLwyuvvJKuXbuqPBQREcvdcccdfPvttyQlJfHKLh+P9skjwmlaHUtEfoHl+70cLnRgs9mYN2+eSkQRqbHOukisapYvX04wGKS4uJgbbrjhR/sLCgoA2LhxIwMGDADg+eefp3HjxpXHZGRk0KJFi5/8+d+viRITE1O5rVGjRmzfvp2MjIxT5vr+PMMwKteRPJdripzOLy0VTbuLQFRzAtGxBCKbgb3GfBSIiIhIbWOa2EpO4MhJwZGTgr0k56Td0dHRXH755QwePFjloYiIVDkOh4MFCxYwadIkckpLeSMpnHs6F6Ip2yJV245sJ/+X5gFg/PjxdO7c2eJEIiIXTo1pD75fl7GsrIyysrJTHuf3+ysXu/X7/bRs2RKHw0EgEODgwYM/WeqFQiFSU1MBaNu2beX2tm3bsmrVKg4dOnTK66WkpADQtGlTPJ6KXy7nck2RX+qnSsV//vOf7Nq1CyNYjjN7P87s/Zg2O4HIZhWlYlRzcLitji4iIiJyemYIe2FGZXloKy88aXe9evUYOHCgykMREakWmjVrxowZM3jyySf5NtPN18f8DG5y6ntbImKtvHKDZbsqJsh16dKF3/zmNxYnEhG5sGpMkfjEE0/wxBNPnHL/nDlz+Oijjxg4cCCvvfbaSft69OjBpk2b+Ne//sUVV1zxo3N37txJYWHFzYlevXpVbu/Tpw9//OMf2bVrF/n5+URGRv7o3Pj4+Mpjv+d0Os/6miJn44elYmZmJuvXr2ft2rVs27aNYDCIMzcFZ24KpmEQjGhcMQI1qgWmSyMZREREpIoIBbEXHPuuPEzFFig5aXfTpk0ZNGgQgwYN4tJLL8WmMe4iIlKNDB8+nI0bN7JmzRreTg6nXR0/TcJDVscSkf9gmvDqbh/5fhvh4eHMnz8fh6PG3GIXEflJ+pQDRo4cyaZNm1ixYgV33XUXdevWPWn/yy+/DMDll19Os2bNKrf37t2bBg0akJmZyeuvv87MmTNPOi8hIYF169YBcMstt5yXa4qcqwYNGjBq1ChGjRpFfn4+GzZsYO3atWzatImysjIc+Udx5B+FlHiC4fUJRMUSiG5BKCwKzVYRERGRiypQhiMvDUdOKo68NIyQ/6Tdbdu2rSwPW7VqhaHvKiIiUk0ZhsEDDzzArl27yMjI4MXECB6+LA+XXqoXqVJWHQ5je7YLgPvvv59GjRpZnEhE5MLTY7rAr3/9a2JjY8nLy2PixIkkJSUBkJeXx8MPP8yXX36Jw+Fg+vTpJ51nt9sry8NXXnmFZcuWVY5V3bBhA1OnTsU0TQYPHky3bt3OyzVFzqfIyEiuueYaHn30UVauXMnSpUu56qqr8PkqxjPYi7JwH9lMeMJHhO/8EHfqRuz5x8DUU5EiIiJyYRhlBTjTE/EkfYpv27t4DnyNM+cgRsiPYRh06dKFadOm8d577/Hqq68yfvx4WrdurRJRRESqvYiICBYsWIDNZiO10MF7+8KtjiQiP3Ag3877+yumd40YMYKhQ4danEhE5OLQG4mAy+XiueeeY/z48ezevZsbbriBiIgIioqKCIUqCpPFixfTvXv3H5174403sm3bNj744AP++7//m+eeew6n00lxcTEA7dq14+mnnz6v1xS5EDweT+UT/YFAgO3bt7N+/XrWr19Peno6trICXOmJuNITMe1uAlHNCUS1IFCnKdidVscXERGR6so0sRVn48hNxZGTgr0k56TdLpeL3r17ExcXR//+/X80yUNERKQm6dq1KxMmTOC1117jiyNhdIz20zum3OpYIrVeccDgjwkRBE2D2NhY7r33XqsjiYhcNCoSv9OhQwc+/vhjXn75ZdasWUNGRgY+n4/u3btz55130q9fv588zzAMHn30UeLi4njvvffYvXs3paWltGzZkuHDh3PXXXdVvt11vq4pcqE5HA4uu+wyLrvsMu655x727dvH+vXriY+PJzk5GSNYhjN7H87sfZiGnWBk44pSMao5pktPTIqIiMjPCAWw5x/DkXsYR24qNn/xSbvr1KlDXFwcAwYMoFevXoSFhVkUVERE5OIbN24cW7duZcuWLbyWFE7LiAANPJoMJGIV04TXk8LJLLXjcrlYtGgRHo/H6lgiIheNYZqmaXUIuTC2bdsGoLca5bzKyMiofFNx69atBIPBk/YHvfUq31YMeetpXUWRWip82/vY/EU/2h5yhlPUfawFiUTEaoa/BPt3xaEj/yhGKHDS/ubNmzNgwADi4uLo1KkTdrsWhRIRkdorOzubSZMmkZOTQ+tIPwt65uPQAkXVTmaJjQc2RAPw3/1zVAhXU18ecfO/eypeFHnggQe4/vrrLU4kIvLLnY+eSG8kisgZiYmJYfTo0YwePZrCwkI2btzIhg0b2LhxIwUFBdiLs7EXZ+M+uo2Q01tZKgYjG4NNHzkitYZZ8ZDB3XffzejRo/noo49YtmxZ5XYRqQVME1tJbkVxmJuKrSiTHz5eZLPZ6NSpE3FxccTFxREbG2tZVBERkaqmXr16zJ8/nwcffJAD+U7e3+/lN5cU//yJInJeHSqw887eiulbV155Jdddd53FiURELj7d1ReRs+bz+Rg6dChDhw4lEAiQkJBAfHw88fHxpKWlYfMX48rcgytzD6bNQSCyCcGoFgTqNMN0ea2OLyIXklnxpO3o0aPxeDyMHj36uyJRT+CK1GihIPaC4/8eWVpeeNJur9dbud5h3759iYqKsiioiIhI1derVy9uu+023nrrLVYd9nBJnQB9tF6iyEVT5Dd4fmcE/pBB06ZNeeCBBzA0eUtEaiEViSJyXjgcDrp370737t2ZNm0aqampxMfHs2HDBnbu3EkoFMCZm4ozNxWAYHh9AnW+H4FaVyNQRWoao2Lu0kcffVT5RuIPt4tIzWH4S7DnpVWUh3lpPxpZ2rBhw8q3Drt164bL5bIoqYiISPVzxx13kJiYyJYtW3h1dzjNfQEae/VwnsiFFjJh2W5f5bqIS5YswefzWR1LRMQSWiOxBtMaiVJV5OXlVY5A/eabbygqOnndtH+PQG1OMKIJ2PWMg0h1pzUSRWow08RWkvPdW4eHsRVlnDSy1DAMOnToQFxcHAMGDKBVq1Z6cltEROQc5OTkcNddd5GVlUWz8ACLeuXh1lLC1YLWSKy+PkkJ4/39FSNNZ8+ezYgRIyxOJCJydrRGoohUC3Xq1OHqq6/m6quvxu/3s3PnzsoRqEePHv2PEah2ghFNKotF0xVudXwRORunKg1UJohUT6HAdyNLUyvKw/KTHxTweDz07t2b/v3707dvX+rWrWtRUBERkZonOjqaRYsWMWPGDNKKHPzvnnDuvrRIX61FLpCkHAcfHKhYkmfkyJEqEUWk1lORKCIXldPppGfPnvTs2ZPp06eTmprKhg0bfjACNYgj7zCOvMOQAkFvve9KxRaEvPVUQoiIiFwkhr8E+3drHTryj2pkqYiIiIW6dOnClClTePHFF1l/PIxL6gQY0rTM6lgiNc6JMht/TIwgZBq0adOGGTNmWB1JRMRyKhJFxDKGYRAbG0tsbCy33HIL+fn5fPPNN8THx7Nx40aKioqwF2djL87GfXQbIaencl3FYKRGoIqIiJxXpomt5MR3I0tTsRdlnbTbMAw6depE//796d+/v0aWioiIXGQ33XQTCQkJ/POf/+St5HCa+4JcUifw8yeKyC/iD8HzO33kldvw+Xw88sgjuN1uq2OJiFhOd+FFpMqIjIxk2LBhDBs2jEAgwM6dO9mwYQPx8fGkpaVh85fgykrGlZWMadgJRmoEqoiIyDkJBbDnH6soD/N+PLLU6/XSu3dv4uLi6Nu3L1FRURYFFREREcMwmDNnDikpKaSkpPDCzgge6Z1LlNu0OppIjfDO3nD25zsxDIMFCxbQrFkzqyOJiFQJKhJFpEpyOBz06NGDHj16MG3aNA4fPkx8fDwbNmxgx44dGoEqIiJyln5uZGnjxo2Ji4ujf//+dOvWDafTaVFSERER+U9er5elS5cyZcoUcoqL+WNCBLN75OOwWZ1MpHr751E3Xx4JA+COO+6gX79+FicSEak6VCSKSLXQvHlzxo4dy9ixYykoKOCbb75hw4YNbNy4kYKCgv8YgRpeUSpGtyAY0Rhsdqvji4iIWMc0sZXmVRSHuanYCjP44eM2NpuNjh07Vq53GBsbq5GlIiIiVViLFi2YO3cuCxcuZE+ek7/s83Jbu2KrY4lUWwfz7byZXDHpqn///vz2t7+1OJGISNWiIlFEqp2IiAiGDh3K0KFDCQQCJCQkEB8fz/r16zly5Ag2fxGuzCRcmUmYNgeBOs0IRDUnWKc5pjPM6vgiIiIXnhnCXpD+XXl4GFtZ/km7PR4Pffr00chSERGRamrQoEHcdtttvP322/xfmoeWEQEGNi63OpZItZNfbvDszgj8IYOmTZsyb948bDa94isi8kMqEkWkWnM4HHTv3p3u3bszdepUUlNTK0vFxMRECAVw5hzCmXMIE4OgL4ZAVAsC0bGYYZFWxxcRETl/gn4ceWmV5aERPPlmYoMGDRgwYABxcXF0794dl8tlUVARERE5HyZMmMDevXvZuHEjb+zx0Tg8nzaRgZ8/UUQACITg+Z0RnCizExYWxtKlS4mIiLA6lohIlaMiUURqDMMwiI2NJTY2lltvvZXc3Fw2bNhAfHw8mzZtorS0FEdhOo7CdEjbRNATXVkqal1FERGpjgx/CY7cwzhyUrDnH8Uwgyftb9euHXFxcQwYMIC2bdtqZKmIiEgNYrfbWbBgAVOnTiUtLY3ndvp4pFceUW7T6mgi1cLbe8PZk1exHvj8+fNp3bq1xYlERKomFYkiUmNFRUUxYsQIRowYQVlZGVu3bmX9+vWsX7+eEydOYC/JwV6Sg/vYdkKucAJRsQSiYwlGNARDYyxERKRqMsoKcOSkVJSHhRkY/PtmocPhoEePHgwcOJD+/fsTExNjYVIRERG50CIiInjssceYOnUqOcXFPJ8QwZwe+Tj1V1qR0/rqiJsvj1QsfzN+/HgGDRpkcSIRkapLRaKI1Aput5t+/frRr18/7rvvPnbv3s26detYu3YtaWlp2MqLcGXswpWxC9PuJhDVnEB0LIHIpmDXR6WIiFjINLGVnPh3eViSc9Juj8dDv379GDhwIH379sXn81kUVERERKwQGxvL/PnzmT9/PnvznLyVHM6E9kUauiNyCnvzHPw5ORyAAQMGMH78eIsTiYhUbbo7LiK1js1mo1OnTnTq1Im7776blJSUylJxz549GMEynNn7cGbvw7Q5CNRpTqBuSwJ1mqtUFBGRi8M0sRVn4zhRsc6vrSz/pN3R0dEMGDCAgQMH0rNnT613KCIiUssNGDCAiRMn8vrrr7PmaBgtfAGGNSuzOpZIlZNVauPZHREEzYrlcebNm4fNpld4RUROR3fERaRWMwyDli1b0rJlS2677TYyMjJYt24d69atY9u2bYRCAZw5B3HmHPyuVGxGoG4rAnWagd1pdXwREalJKsvDg9+VhwUn7W7SpAkDBw5k0KBBdOzYEbvdblFQERERqYpuu+029u3bxz//+U/e3htOE2+QjnUDVscSqTLKgvDsjgjy/bbKscDh4eFWxxIRqfJUJIqI/EBMTAxjxoxhzJgx5Ofns27dOtasWcPmzZsJBgM4cyreDDFt9oo3FaNbEohqrlJRRETOjmliK8rCmXMIR85BbGWFJ+1u3rw5V1xxBYMHD6ZNmzYYmlEmIiIip2Cz2Zg7dy5Hjhxh//79PJ8QwSO984jxhKyOJmI504Q/7faRUujAZrOxaNEimjVrZnUsEZFqQUWiiMgpREZGMnLkSEaOHEl+fj7r16/n66+/5ttvvyUQ+IlSsV6bijcVbXpDRERETs9WnIMjez/OEwewlZ9cHrZo0YLBgwczePBgWrVqpfJQREREfjGPx8Njjz3GlClTyM3N5Q87Inj4sjw8ugMotdzHKR6+yXADMH36dHr16mVxIhGR6kNfI0REfoHIyEhGjBjBiBEjKCgoYP369axZs+bHpaLdhb9uKwL12hD0NUSr24uIyPeM8iIc2QdwZu/HXnLipH2xsbEMHjyYK664QuWhiIiInJNGjRqxZMkS7rvvPo4Uwcu7IpjRpQCbvl5ILbU508mHB7wAjBw5kjFjxlicSESkelGRKCJyhiIiIhg+fDjDhw+vLBW/+OILNm/eTChYjitzD67MPYRcPvz1WhOo14aQJ9rq2CIiYoVAOY6cQxXlYcExfnj/rkmTJgwdOpQhQ4bQqlUryyKKiIhIzdO1a1fuu+8+nn76abZmuVhxwMNNbUqsjiVy0R0utPPyrggAOnfuzMyZM/XQnojIGVKRKCJyDn5YKmZnZ/Pll1/y+eefk5ycjK28EPexHbiP7SDorYu/XhsC9dpiOj1WxxYRkQvJDGHPS8OZtQ9H7mEMM1i5KzIykiFDhnDVVVfRsWNH3cQQERGRC+a6665j//79fPTRR3yc4qVpeJC4RuVWxxK5aPLLDf6wI4KyoEFMTAxLlizB5XJZHUtEpNpRkSgicp7Uq1ePm266iZtuuomUlBRWr17N6tWrOXbsGPbiE9iLT2CmbSYQ1QJ/g/YEI5to9KmISA1ilBXizErGmZmMzV9cud3tdjNgwACGDRtGnz59cDj0FVxEREQujunTp5OSksKWLVt4LclHI28erSODP3+iSDUXCMHzCRFkldoJCwvjscceo27dulbHEhGplnQXQ0TkAoiNjeXOO+9k4sSJJCYm8vnnn/PFF19QWFhYuZ5iyO3DX789/vqXYLq8VkcWEZGzEQrhyE3FmbUHe96Rk0aX9uzZk2uuuYZBgwbh9epzXkRERC4+h8PB4sWLmTp1KkeOHOGZHZE80juXaLdpdTSRC8Y04a3kcPbkOgGYO3cul1xyicWpRESqLxWJIiIXkGEYdO7cmc6dOzNt2jS+/vpr/v73v7Njxw5sZYW4j2zGdWQLgajmFW8p1mkKhs3q2CIi8jOM0nycmck4s/ZiC/x7vaG6desycuRIRo4cSZMmTSxMKCIiIlIhMjKSxx9/nGnTppFbVMSzOyKZ1zMPl93qZCIXxuojYXx1NAyA8ePHc8UVV1icSESkelORKCJykbjdbq6++mquvvpqUlJS+OSTT/jss8/Iz8/HmZuKMzeVkDuC8oad8Ne/BOxOqyOLiMgPmSb2wnScxxNw5qZWbjYMg759+3LttdfSv39/jS4VERGRKic2NpaFCxcyd+5cDhQ4eD3Jx+SOhVptQ2qcxBMO3tlbMQ3k8ssvZ/z48RYnEhGp/nSXQ0TEArGxsUybNo1Jkyaxdu1aPvnkE7Zs2YKtrICw1H/hPrKV8pgO+Bt2xHR6rI4rIlK7mSEcOSm4ju/EXpRVublBgwaVbx82bNjQwoAiIiIiP69fv35MnjyZl19+mfh0N819Aa6NLbU6lsh5k15s44WECEKmQZs2bZg7dy42m6Y+iYicKxWJIiIWcrlcDB06lKFDh5KSksIHH3zAqlWr8PvLcB/bjut4Av76bfA37EzIE2V1XBGR2iXox5m1F1d6AraywsrNl156KWPHjmXgwIF6+1BERESqlbFjx7J//34+//xzlu/30iw8SLf6fqtjiZyzkgA8szOCooCNqKgoHnvsMTwePZgtInI+6M6HiEgVERsby6xZs5g4cSIrV65k5cqV5Ofn48pMxpWZjD+qBeVNLyPkjbY6qohIzRb040pPxHU8ESNYBlSML42Li2Ps2LF06dIFQ3PAREREpBoyDINZs2aRlpbG7t27eTHRx6JeeTQJD1kdTeSshUx4eVcER4ocOBwOll7FEDMAACAASURBVCxZQqNGjayOJSJSY6hIFBGpYurWrcvEiRO59dZbWbVqFcuXL+fo0aM4c1Nx5B4mUL8tZU17YrrCrY4qIlKzmCGcmcm4jm7F5i8BwOl0Mnz4cG666SZatGhhcUARERGRc+d2u1m6dCmTJ08mOzubP+yIZHGvPMKdptXRRM7KXw942JrlAmDmzJl07drV4kQiIjWLikQRkSrK4/EwatQorr/+etauXctrr73G4cOHcWbtxZF9gPKGHSlv3BUcbqujiohUb6aJIzcFV9pm7KV5QMXo6RtvvJGbb76Z6Gi9CS4iIiI1S/369Vm6dCkzZswgvQRe2uXj/q4F2DR0QaqZTRku/pbiBWD06NFcd911FicSEal5tNqsiEgVZ7fbGTx4MG+88Qb3338/devWxTCDuI/vxLfjA5zHEyCkMTQiImfDVpiBN+kTPPu+xF6ah2EYjBgxgrfffpvJkyerRBQREZEaq2PHjsyaNQuAHdkuVhzQenJSvaQV2lm22wdAt27dmD59usWJRERqJr2RKCJSTTgcDn71q19x1VVX8cEHH/Dee+9RUlJC2OFvcGYfoLT15YQ8UVbHFBGpHkJBXEe24Dq+k+8fvO/Xrx933303rVu3tjSaiIiIyMVyzTXXkJyczIoVK/g4xUvLiCC9Y8qtjiXys4r8Bs/sjKAsaBATE8PixYtxOHSrW0TkQtAbiSIi1YzH4+H222/n3XffZdSoURiGgb04C2/i/8N5PBFMrWshInI6tuJsvLv+hvu7ErFt27Y888wzPPHEEyoRRUREpNaZOnUq3bp1A2DZbh9phXaLE4mcXsiElxJ9ZJTYcblcLF26VJNEREQuIBWJIiLVVHR0NDNnzuQPf/gDDRs2xDCDhB3eiGfPZxhlhVbHExGpeswQrmPb8e76GHtJDjabjdtvv52XXnqJ7t27W51ORERExBIOh4PFixcTExNDWbDiLa8ivxZLlKprxQEPO064AJg1axbt27e3OJGISM2mIlFEpJrr3r07r7/+OiNHjgTAUXCM8MSV2AuOW5xMRKQKCfrxJP8f7rTNGGaI5s2b88ILLzBx4kScTqfV6UREREQsFR0dzdKlS3G5XGSU2Hlll4+Qht1IFbQ508nHKV4AbrzxRq6++mqLE4mI1HwqEkVEaoDw8HAeeughHn/8caKjozGC5XiSV2HPO2J1NBER6wXK8O5ZhSP/KABjxozhT3/6Ex07drQ4mIiIiEjV0b59e+6//34AtmW7+HuKx+JEIic7Xmxj2S4fAF27dmXq1KkWJxIRqR1UJIqI1CBxcXG8+OKLNGnSBCMUxLP3cxw5KVbHEhGxjOEvwbvnU+xFGRiGwaxZs7j33nsJCwuzOpqIiIhIlTN8+HCuv/56oGJ8ZMIJTW6QqqEsCM/vjKAkaKNu3bosWrQIh8NhdSwRkVpBRaKISA3TuHFjnnvuOVq2bIlhhgjb9yWOEwetjiUictEZ/lI8SZ9iLz6BzWZjwYIFXHfddVbHEhEREanSfve739G+fXtMDF5K9JFdqtuHYi3ThP/d4+NwkQObzcbixYupV6+e1bFERGoNfRMQEamB6tevzzPPPMMll1yCgUnYwXUY5UVWxxIRuajcqRuwl+bidDpZsmQJQ4cOtTqSiIiISJXndrt55JFHiIyMpMBv44UEH4GQ1amkNvvqqJv1x90ATJkyha5du1qcSESkdlGRKCJSQ0VFRfH73/++Ys3EkJ+wQ/EVj/GJiNQC9pxUnN+9jT1z5kwGDhxocSIRERGR6qNRo0YsWLAAwzDYn+/k/f1eqyNJLXWowM7byeEAXHHFFdx0000WJxIRqX1UJIqI1GBRUVHce++9ADjyDuM4ccDiRCIiF0GgnLCUeAAuu+wyRo4caXEgERERkeqnT58+/Pa3vwVg1WEPWzK1XqJcXCUBgz8mRBAwDZo2bcpDDz2EYRhWxxIRqXVUJIqI1HCDBw9mwIABALgPb9JbiSJS47nSE7H5iwkLC+OBBx7QzQYRERGRszR+/Hi6desGwJ92+8gq0a1EuThME95ICie9xI7T6WTx4sWEh4dbHUtEpFbSb38RkRrOMAwmTZoEgM1fjK001+JEIiIXliPvCADXXnstTZo0sTiNiIiISPVlt9tZuHAhUVFRFAVs/DFR6yXKxbHmqJt/ZVSsizh9+nQuueQSixOJiNReKhJFRGqBli1bUrduXQDs+ccsTiMicgEF/diKM4GKsaYiIiIicm7q16/PvHnzANif7+TDA1ovUS6s1EI7b+/997qIN9xwg8WJRERqNxWJIiK1gGEYdO/eHQB7gYpEEam57IUZGKaJzWaja9euVscRERERqRH69OnDuHHjAPhHqoeEE1ovUS6M8iC8lOjDHzJo0qQJDz74oJYqEBGxmIpEEZFaonHjxgAYgTKLk4iIXDhGoBQAn8+Hz+ezOI2IiIhIzTFx4kQ6duwIwCu7fOSXq9yR8++9feEcKXJUjtXVd3oREeupSBQRqSUyMjIAMF1anFxEaq7vP+Py8/MpK9ODEyIiIiLni8PhYMGCBXi9XvLKbbyW5MM0rU4lNcmWTCdfHAkDKorrSy+91OJEIiICKhJFRGqN74vEkEtP84lIzfXDz7jvP/dERERE5Pxo0qQJM2fOBGBrlosvjrgtTiQ1RU6ZwatJFd/lu3fvzi233GJxIhER+Z6KRBGRWqCwsJC9e/cCEHJHWJxGROTCMV1eTMMOwLZt2yxOIyIiIlLzXH311QwbNgyoGEOZVmi3OJFUdyET/rTLR6HfRkREBPPmzcNu158rEZGqQkWiiEgt8Pe//53i4mJMm4NAdKzVcURELhzDRqBuKwCWL19OKBSyOJCIiIhIzTNz5kwaNWqEP2Tw8i4ffn3lknPwf2lhJOS4AHjwwQeJiYmxOJGIiPyQikQRkRrO7/fz4YcfVvx7g/bg0OgZEanZyht1AeDw4cOsX7/e4jQiIiIiNY/P52P+/PnYbDZSCx389YDX6khSTaUV2vlgf8Wfn5EjR3L55ZdbnEhERP6TikQRkRpu+fLlZGVlYWJQ3rCT1XFERC64kDeaQJ3mALz22muUlpZanEhERESk5unSpQvjxo0D4B+pYSTlOCxOJNWNP8R3b7QaNGnShN/97ndWRxIRkZ+gIlFEpAbbtm0br732GgD+mPaYbp/FiURELo6ypj0wDYNDhw7xhz/8AdM0rY4kIiIiUuOMHz+edu3aYWKwbLePkoBhdSSpRv56wEtqoQObzca8efPwevVmq4hIVaQiUUSkhsrOzmbJkiWEQiGC3rqUNe9jdSQRkYsmFF6fsma9AVi1ahWffPKJxYlEREREah6n08n8+fNxuVxkldp5K1lFkPwySTkO/pEaBsC4cePo3LmzxYlERORUVCSKiNRAxcXFLFq0iBMnTmDaXZS0GQI2jZkRkdrF37AT/uhYAJ599ll27NhhcSIRERGRmic2NpYpU6YAsO54GJsyXBYnkqquJFDxBquJQbt27bjjjjusjiQiIqehIlFEpIYpLi5m9uzZJCQkAFDaahBmWKTFqURELGAYlLYcRMgdid/v56GHHmLr1q1WpxIRERGpcUaPHk3v3hXTIN7YE05umUacyqm9vddLVqkdl8vF/PnzcTj04LOISFWmIlFEpAYpLCzkwQcfZOfOnQCUxsYR+O5tHBGRWsnhorj9NYRcPkpLS5kzZw7ffvut1alEREREahTDMHjooYeIiIig0G/jtSQfWqJafsrmTCdrj1WMNJ08eTKxsbpnISJS1alIFBGpIXJzc5k1axaJiYmYQEnLgfhjOlgdS0TEcqY7guIOIwm5IygrK2Pu3LnEx8dbHUtERESkRmnQoAEzZ84EYHu2izVH3RYnkqomr9zg9SQfAD179mT06NEWJxIRkV9CRaKISA2wb98+pkyZQlJSEiYGpa0uJ9CgndWxRESqDNPtqygTwyrGnM6fP5/33nsPU4/Ki4iIiJw3Q4cOZciQIQC8uy+c9GLdepQKpgmvJ/ko8NsIDw9nzpw52Gz68yEiUh3o01pEpJr7+uuv+d3vfsfx48cxbQ5K21xJoH5bq2OJiFQ5piuc4g4jCYbXxzRNXnnlFR577DHKysqsjiYiIiJSY8ycOZP69etTFjR4ZZePYMjqRFIVfH3MzdYsF1DxZyQmJsbiRCIi8kupSBQRqaZCoRCvv/46ixYtorS0lJDLR/Gl1xKo29LqaCIiVZbp9FLcYST+em0AWL16Nffccw8ZGRkWJxMRERGpGSIjI5kzZw4A+/KdfJzisTiRWC292MY7e8MBuPLKKxk2bJjFiURE5EyoSBQRqYays7N56KGH+POf/wxAIKIRxR2vJ+StZ3EyEZFqwOagtNXllDbvg4lBcnIykyZN0rqJIiIiIudJr169+PWvfw3AykMe9uc7LE4kVgmG4OVdPsqCBvXr1+e+++7DMAyrY4mIyBlQkSgiUs3861//4s477+Tbb78FoDzmUkraDcd06ilPEZFfzDDwN+pMSburMe1u8vPzmTdvHs8++6xGnYqIiIicB3fddRctW7YkZBq8nOijLGh1IrHCxyke9uc7AZg7dy6RkZEWJxIRkTOlIlFEpJooLy/n+eefZ86cOeTm5mLaXZS0GUJZbH/QAuUiImclWKcpRZ1HEYhoBMBHH33E1KlTOXTokLXBRERERKo5t9vNggULcDqdpJfYefe70ZZSe+zPc7DyUMVDzzfddBOXXXaZxYlERORs6M6ziEg1cODAAaZNm8aKFSsACPgaUtRplNZDFBE5D0xXOCXth1PWtCcmBgcOHGDy5Mn89a9/JRQKWR1PREREpNpq27Ytd955JwBfHQ3j20yXxYnkYikJGLyU6CNkGrRq1YpJkyZZHUlERM6SikQRkSosGAzy7rvvMnnyZPbt24eJQVmTHpR0GIHp9lkdT0Sk5jBslDfpTnGHkYRcPsrKynjuued48MEHycjIsDqdiIiISLV1880307NnTwBe2x3OiVLdjqwN3twTTkapHafTycKFC3G73VZHEhGRs6Tf3CIiVVRaWhozZsxg2bJl+P1+Qu4IijuMpLxpDzD08S0iciGEIire+PbXawvA5s2bmTBhAqtWrcI0TYvTiYiIiFQ/NpuNefPmERkZSVHAxsu7fIT0tapGW3/MRXx6RXE4bdo0WrdubXEiERE5F7oTLSJSxYRCIVauXMmkSZNISEgAoDymA0WdRhGKaGhxOhGRWsDhorT15ZS0HUrIEUZRURH/9V//xcKFCzlx4oTV6URERESqnfr16zNnzhwAknKdfPzdunlS86QX23gzuWKC0oABAxg1apTFiURE5FypSBQRqULS09N58MEHeeaZZygtLSXk9FLc7hrKYuPA7rQ6nohIrRKIjqW482j8UbEArFu3jgkTJrBmzRprg4mIiIhUQ3FxcYwePRqAjw552JvnsDiRnG+BELyUGEFp0KB+/fo8+OCDGIZhdSwRETlHKhJFRKoA0zT59NNPmThxIps3bwbAX68NRZ1HE6zT1OJ0IiK1l+n0UNp2CCWtLse0u8jLy2Px4sUsXbqU/Px8q+OJiIiIVCtTpkyhdevWhEyDPyb4KPCrZKpJ3t/v5UCBA8MwmD9/PlFRUVZHEhGR86DGPvpTUFDAW2+9xerVqzl06BDl5eXExMTQt29fJkyYQLt27X7yvIMHD/LSSy+xYcMGcnJyiI6Opl+/ftx9991ccsklp7xeKBTi/fffZ8WKFezbtw/DMGjVqhWjR49m3Lhx2O32U557ttcUkZohOzubp59+mg0bNgAQcoRR1nIAgehYi5OJiAgAhkGgfluKIhsTdnAdjvwjfPHFF2zdupVZs2YRFxdndUIRERGRasHtdrNo0SImT57MidJSlu3ycV/XAmzqE6u9zZlOVh2uGFn7/9m78/Coyvv//89zzmyZJCQhhD0EAgRQBBRk32VfVHABFcEFcaVi/VT9urRWbT+1Vdv6sy0Wl35qW9tqW6uIVayWHVQWkTVsIWFLAtmXyay/P0aiKbIISU4SXo/r8rqmc8499wt66cw573O/71mzZnHxxRfbnEhERGqLEYlEmtz2xllZWdxyyy0cPHgQiP5IMU2TyspKAJxOJz/60Y+44ooraozbvHkzc+bMoaKiAsMwiIuLo7S0tPoznnvuOcaMGXPCfJFIhPvuu4/33nsPAI/HA4DP5wNgwIABvPTSS7hcrhPGnu2cZ2LTpk0A9OnT56zGi0jdW7FiBT/72c+qV7UEkjpSlTaIiFP7RUjjFvv5XzH9ZSe8H3bFUd77WhsSidSSSATn0Uzc2eswwkEApk6dyl133UVMjP7bLSIiInImPvjgA3784x8DMKNzOZPTfDYnqhv5lSb3r0kC4NlBhaTEhG1OVDfyK00e+zSBiqBJnz59ePbZZ0+5qEJEROpPbdSJmlxr02AwyF133cXBgwdp3749r7zyCps2bWLjxo28/fbb9O/fn0AgwCOPPMLWrVurxxUXF3P77bdTUVHBqFGjWLZsGZ999hnLly9n9OjRVFVV8b3vfa+6OPl1v/nNb3jvvffwer38/Oc/Z8OGDWzcuJHnnnuO2NhY1q1bx9NPP33CuHOZU0Qat4qKCn72s5/x2GOPUVJSQsRyUZk+El/nUSoiiog0ZIZBIKUb5T2nEYxvDcA777zDvHnz2LFjh83hRERERBqHcePGMWnSJADe2Osls6jJNk1r8gJheGFLPBVBk6SkJB577DEVEUVEmpgmV0j817/+xZ49e7AsixdeeIEhQ4ZgmiaGYdCtWzdeeukl0tPTCQQCvPjii9XjXnvtNQoKCkhNTeX555+nVatWALRq1Yrnn3+eCy+8kIqKChYuXFhjvrKyMl555RUAHn74YSZNmoRlWZimyeTJk/nJT34CwJ///OcTCoJnO6eING47duxg3rx5vPvuuwAEm7WJ3pBOTgdtQi5NRMT85gvHk70v0thE3PFUdpuIr/2lRAyTnJwc7r77bv74xz8SCoXsjiciIiLS4N17771f7Ze4NY5Sv66HG6M/7/ay78t9ER999FGSk5PtjiQiIrWsyRUSly1bBkTbifbo0eOE4263u7ql6aeffgpEW5P++c9/BqI9vP+7BanT6WTu3LkALFmyBL/fX31s8eLFlJaWkpiYyLRp006Yb9y4caSnpxMMBquLBuc6p4g0Tsf/vb/77rs5cOAAEcPEl9qfyowJRFyxdscTqVWhuFbf6n2RRskwCLS5iIoeUwl5EgiFQixatIj777+fgoICu9OJiIiINGhut5vHH38cj8dDYZXFr7fGEW5yGzA1bWuOuFh6INpVafbs2fTt29fmRCIiUheaXCHxggsuYPz48QwfPvyk56SkpADR1YQAe/fuJT8/H4CBAwd+45hBgwZVj9m4cWP1++vWrQPg0ksvxeH45jYMgwcPBqJ7oR13LnOKSONTUVHBE088wcKFCwmFQoQ8iVRcMJVA655ahShNUqDVBUSsmg/JRCw3gVYX2JRIpO6EY5OpuOAK/C27A9H9B+bNm8e2bdtsTiYiIiLSsHXo0IEHHngAgK2FLv6+V1t9NBYHyixe3hEHQL9+/Zg9e7bNiUREpK40uULizTffzPPPP8/NN9980nM2bNgAQOvW0X1t9uzZA4BhGHTq1OkbxyQlJZGYmAjA7t27q98//jo9Pf2k83Xs2BGAXbt2Vb93LnOKSONy4MAB7r77bj7++GMAAsldqLjwcsJetfuQpivsbU5l+sjq/x1o3omK7hMJe5vblkmkTlkOqtIGU9llNBHTydGjR7n33ntZvHix3clEREREGrTRo0dz9dVXA/D2fi8b8p02J5LTqQwaPL8lHn/YoFWrVjz66KPaF1FEpAlrcoXE08nJyam+oTNixAgA8vLygGjhzu12n3Rsy5Yta5z/9dfH9zc81bjCwkICgcA5zykijce6deu4/fbb2bdvHxHDwJc2CF+nYWBqI3lp+sIxCdWvq9r3UxFRzgvBpI5UXBBtdRoIBHjmmWd45plnCAaDdkcTERERabDuuOMOLrroIgB+uz2O3Irz7pZloxGJwG+3x3KkwsLpdPLDH/6weiGEiIg0TefVneyqqiq++93v4vP5cLvd3HLLLcBXLU5jYk7dPsHj8QBQXl5e/d7x16cae3zc8fMTExPPac5vIxQKsXPnzrMaKyLnZv369bz00kuEw2HCzhh8nUcRim9tdywREalj4Zho+2rP3uU4i7JZvHgxBw4c4LbbbjtpK3wRERGR892NN97IU089RUlJCc9/Ec/3+xXj1iK3BmdJtof1+dFFEddeey2GYejeo4hIAxYKhc551fh583iP3+9n/vz5bN68GYBHH32Utm3bAlQ/Ie50nrp1gsvlqnH+mY49Pg6i/6ed65wi0vB98sknLFq0iHA4TCimORUXXKEioojI+cRy4etyGVVtegPRfRMXLlxY3Z1CRERERGpKSEhg3rx5mKZJTrmDl3fEEYnYnUq+bkuBk7/u8QIwePBghg0bZnMiERGpD+fFI9Hl5eXcc889rF69Gojuo3jttddWHz++6u90N3b8fj9Qs/jn8XiorKw85djj474+9lzm/DYsy6Jbt25nNVZEzs57773HK6+8QiQSIeRtQUW38eA4eQtjERFpogwDf/u+YDlwH1jPF198wf/93//x5JNP1uhYISIiIiJR3bp1w+fz8cILL7A2102n+CATO/jsjiVAfqXJr7bEEcEgIyODH/zgB6fcrklERBqGTZs2nfNnNPkViXl5ecyaNau6iDhnzhweeuihGufExsYC4POd+ofJ8eNxcXHfauzxY4Zh4PV6z3lOEWm41qxZw09/+tNoETE2hYpuE1REFBE5z/nb9MaX2h+ATz/9lKeeeoqIHq8XERER+UZXXXUVY8eOBeAve7xsKzgv1kE0aFUh+OUX8ZQHTRISEnjiiSdURBQROY806ULi7t27mTFjBtu2bQNg/vz5PPzwwyec16ZNGwAKCwtPuUIwNzcXgJYtW1a/17p1tFVhXl7eacclJydX74tzLnOKSMNUUFDA008//bUi4nhwuE4/UEREmrxA6574UgcAsHLlShYvXmxzIhEREZGGyTAM7r//frp06UI4YvCrrfEcrWzStzAbtEgEXt0RR3aZA9M0efzxx6vvh4qIyPmhyX4Lb9q0ieuvv55Dhw5hWRY//OEPueeee77x3M6dOwMQDofJzs7+xnMKCwspLi4GoEuXLtXvH3+dlZV10iz79++vMc+5zikiDU8kEuGnP/0pRUVFRCwXlZ1HgaUiooiIfCXQ6gICzTsB8Ktf/YqcnBybE4mIiIg0TB6PhyeffJJmzZpRGjB5fks8/pDdqc5P7x/wsDo3uvrwzjvv5OKLL7Y5kYiI1LcmWUjcsWMH8+bNo7i4GLfbzfPPP8/MmTNPen5qairt2rUDYO3atd94zpo1a4DoD5levXpVv9+/f7RN1WeffUYo9M2/aI63VT1+7rnOKSINzzvvvFP977IvbTARt9oRi4jIfzEMfGmDCbti8fl8PPXUUyf9/SgiIiJyvmvTpg3f//73MU2TrFIHr+6MRd3h69f2Qgd/3h3dpmnMmDFcffXVNicSERE7NLlCYnl5OfPnz6e4uBiPx8Nvf/tbxowZc9pxEydOBOD3v//9CfsWBgIBXnrpJQCmTZtWowf4mDFjcLvd5Ofn8/e///2Ez/3ggw/Yu3cvTqfzhC/bs51TRBqeN954A4BA83SCyek2pxERkQbL4cbXaTgAO3fuZOvWrTYHEhEREWm4+vXrx7x58wBYdcTDhwc9Nic6fxz1mbywJZ5wxKBz587cf//9GIZhdywREbFBkyskLly4sLpV6A9+8AMGDhx4RuNuvfVWEhISyMrK4o477qhuNZWbm8uCBQvYunUrXq+XuXPn1hiXkJDArbfeCsCTTz7Jm2++STAYJBwO89577/H//t//A+Daa689oX/42c4pIg3L/v37q//99bfuaXMaERFp6ELN2hDyNgei+yWKiIiIyMnNmDGDUaNGAfCnXV52FDpsTtT0+UPw/BfxlAZMmjVrxlNPPUVMTIzdsURExCZGJNJ0mgL4/X4GDRpEWVkZhmGQnJx82jGrVq2q8frOO++kqqoKINqHvbSUSCSC0+nk17/+NcOHD//Gee+55x6WLVsGgNvtxjRNKisrARg4cCCLFi3C5Tpxv7SznfNMbNq0CYA+ffqc1XgROTN//OMfWbRoEWFnLOW9rwU9oScCgFFVStzm6Grdsl7XEHHH25xIpOFwHdyI+9BG2rRpw5/+9Cc93S0iIiJyCpWVldx9993s3buXZs4wT1xaTHNP2O5Yp5VfaXL/miQAnh1USEpMw88cicBL22NZccSDaZr89Kc/pV+/fnbHEhGRs1QbdaImtSIxMzOTsrIyACKRCEePHj3tP183ZMgQ3n77baZNm0arVq2orKwkKSmJ8ePH89e//vWkBT2Xy8XChQt5/PHH6dWrF5ZlEQqF6NatG9/73vdOWkQ8lzlFpOHYuHEjAMHEVBURRUTkjAQTOwBw+PBhjhw5YnMaERERkYYtJiaGJ598kri4OEoCJs9/EU+g4dfkGqV/H3Sz4ki0hextt92mIqKIiNCkegH07NmTnTt3ntNndOzYkZ/85Cffepxpmlx33XVcd9119TaniDQMXq/3y1e6ihERkTMU+eo7Iy4uzsYgIiIiIo1Du3bteOyxx3jooYfYW+rgD5mx3Ny93O5YTcquYgd/3BULwMiRI5k5c6bNiUREpCFoUisSRUTs0K5dOwBMX6nNSUREpLEwq6LfGXFxccTHq+2viIiIyJkYMGAAN998MwAfH/Kw4rDb5kRNR4nf4IUtcYQiBmlpaTzwwANqvy8iIoAKiSIi56xt27YAmL6iGitMRERETsasLAC++g4RERERkTMza9YsBg0aBMDvdsaSRs6VogAAIABJREFUVWrZnKjxC4XhV1viKayy8Hq9PPHEE1/rviQiIuc7FRJFRM5Rz549MQwDM1CJM3er3XFERKSBM/zluHK3AdC7d2+b04iIiIg0LqZp8vDDD9O2bVsCYYP/74t4ygNaOXcu3tzrZXuRE4AHH3yQtLQ0mxOJiEhDokKiiMg56tSpE1dccQUA7oMbMarKbE4kIiINmXv/WoxwkKSkJGbPnm13HBEREZFGJz4+nieeeAKXy0W+z2LhtjjCEbtTNU6f5bt4NzsGgJkzZzJixAibE4mISEOjQqKISC2YO3cuycnJGOEgnqxVEA7ZHUlERBogx7E9OIv2A3DPPfdof0QRERGRs9SlSxfuv/9+AD4/5mJJtsfmRI1PXqXJS9tjAejTpw9z5861OZGIiDREKiSKiNSCuLg45s+fD4Cj5CAxu5ZCyG9zKhERaUiceTvw7F0OwKWXXsro0aNtTiQiIiLSuI0fP57JkycD0facmUUOmxM1HsEw/HpLPBVBk6SkJB577DEcDv39iYjIiVRIFBGpJSNHjuSWW24BwFFyCO/2JRj+CptTiYiI7SIRXAfW49m/GoMIGRkZPPzwwxiG9vIREREROVfz58+nU6dOhCMGv94aR6n2Szwjf9njZW+pA8MwePTRR0lOTrY7koiINFAqJIqI1KLZs2fz4IMPYlkWVmUB3u3vYFYU2B1LRETsEg7i2bcC9+HPARg4cCC/+MUvSEpKsjmYiIiISNPg8Xh4/PHH8Xg8FFRZvLQ9joj2Szyl9flO3s+J7ot444030rdvX5sTiYhIQ6ZCoohILZs4cSL/+7//S0xMDKa/HO+2t3Ed+AxCQbujiYhIPbKKDxC75R84j+0GYMqUKTz11FN4vV6bk4mIiIg0LWlpadx3330AbDzq4l852i/xZI76TBZtjwOgd+/ezJkzx+ZEIiLS0KmQKCJSB/r378/zzz9P27ZtMSJh3Ic3E7v171hFOXZHExGROmb4K/Ds/hhv5geYVaVYlsVtt93G/fffr31nREREROrI+PHjmTBhAgBv7PGSXWbZnKjhCUfgt9viqAiaJCYm8thjj2FZ+nsSEZFTUyFRRKSOdO3alVdffZXZs2fjcDgwq8rw7lqKZ/dHGP5yu+OJiEhti4Rx5m4l9ou/4SzcB0Sf8n755Ze54YYbtCeiiIiISB37zne+Q7t27QhGDBZujcMfsjtRw/JetocdRU4AHnzwQVq0aGFzIhERaQxUSBQRqUNut5tbbrmFV155hUsuuQQAZ2EWsV/8DXf2Ogx/hc0JRUTknEXCOI7uxrvlLTzZ6zDCARISEnjooYf4xS9+QceOHe1OKCIiInJe8Hq9PPLII5imyYFyB2/sVUv54/aXWrz55d/H1KlTGTRokM2JRESksVAhUUSkHnTo0IFnn32WRx55hKSkJIxwEFfuVmI3/xV31iqMqlK7I4qIyLcVDuHM20HsF28Ss285lq8IiO6F+NprrzFhwgStQhQRERGpZxdccAGzZ88G4P2cGLYWqLW8PwQLt8URihi0b9+eu+66y+5IIiLSiOibVESknhiGwdixYxk8eDD//Oc/eeONNygsLMSVvxNnfibB5HT8bXoTjkm0O6qIiJxKKIAzfyeuI1swA9GV5YZhMHLkSGbNmkXnzp1tDigiIiJyfps1axbr1q1j+/bt/HZ7HD/uX0ysM2J3LNu8sdfLwXIHpmnyyCOPEBMTY3ckERFpRFRIFBGpZ7GxsVx//fVMnz6dJUuW8Prrr5Ofn4/z2B4cx/YQTEwj0LI7oWZtQStZREQaDKOqDOfRTJx5OzCDPgAsy2LcuHFcf/31pKam2pxQRERERAAcDgePPPIIc+fOpdDn4/XdXub2KLc7li0yixx8kOMBYM6cOfTo0cPmRCIi0tiokCgiYhOPx8P06dOZOnUqH3zwAX/60584ePAgzqL9OIv2E3Y3w5/SjWCLLkScelpQRMQWkTBW8QFceTuxig9gEH2S3eVyMXnyZGbOnEmrVq1sDikiIiIi/619+/bMmzeP559/nuWHPQxs5adn84DdseqVPwQv74gjgkHXrl254YYb7I4kIiKNkAqJIiI2czqdTJ48mQkTJrBs2TLeeustNm/ejFlVgufAp0QOrieYlEYgpTuh+NZapSgiUg8MfznO/Eyc+ZmYga+eXm/evDmTJk1i2rRpJCcn25hQRERERE7nyiuv5OOPP+aLL77glR2x/Lh/EZ7z6G7oP7NiOFxhYVkWDzzwAA7HefSHFxGRWqNvDxGRBsKyLEaPHs3o0aPZt28fixcv5v3336esrAxnwT6cBfsIeRIIpHQjmNxZqxRFRGpbOIxVchBn/k4cRTnVqw8B+vXrx+WXX87gwYN1A0ZERESkkTBNk+9973vceuutHPXBm3u9zMqosDtWvcgqtXg3O3rf4LrrrqNr1642JxIRkcZKd0FERBqgTp06MX/+fG677Tb+85//8M4777B161YsXzFWzidEcj4l1KwtgeTOBJPSwHLaHVlEpHGKRDDLv9yntmBf9d6HAElJSUyYMIEpU6bQrl07G0OKiIiIyNnq0KEDN910E4sWLWLpAQ8DWvnpmhC0O1adCoXh5e1xhCMGHTp04MYbb7Q7koiINGIqJIqINGAej4cJEyYwYcIE9u7dy9tvv82HH35IWVkZjpKDOEoOEtlvEUzsQCC5M6Fm7cE07Y4tItLgmZVFOI7twVmwF7OqtPp9wzC4+OKLmTp1KkOHDsXp1IMaIiIiIo3djBkzWLZsGZmZmfzfzlh+2K8YqwlfOv/7oIf9ZQ4Mw+CBBx7A7XbbHUlERBoxFRJFRBqJ9PR0FixYwF133cW6detYunQpa9asIRAIVLc+DTvcBJM6EUzuTCiupfZTFBH5GsNfgaNgL85je7AqjtU41rlzZ8aOHcvo0aNp2bKlTQlFREREpC44HA6++93vcuedd5Jd5uDfBz2MS/WdfmAjVFRl8Le90ZamU6ZMoWfPnjYnEhGRxk6FRBGRRsblcjFs2DCGDRtGWVkZy5cv58MPP2Tjxo2YwSpc+Ttw5e8g7IolmNSRYFJHFRVF5Lxl+MtxFGbhKNyPVXqEr/+XsFWrVowZM4YxY8bQqVMn2zKKiIiISN3r3r07U6ZM4Z133uHv+2IY0KqKBFfk9AMbmb/s8VIZMmnWrBlz5861O46IiDQBKiSKiDRicXFxTJo0iUmTJpGfn89HH33Ehx9+yK5duzD95bhyt+LK3UrYGfNVUTG+FRhNuIeLiJz3jKpSHIVZOAuysMrzaxxr1qwZI0eOZMyYMfTs2RNT7aBFREREzhtz585l2bJllJSU8JfdXuZdUG53pFq1s8jBqiMeAObNm0dCQoLNiUREpClQIVFEpIlISUlhxowZzJgxg/3797Ns2TKWL1/O7t27MQOVuPK248rbTtjhIZjUgWBSJ0LxbbSnoog0CYavGGdBFo7CrBPaljZr1oyhQ4cyfPhw+vbtq30PRURERM5TCQkJzJ07l+eee46VRzyMbFtFRmLQ7li1IhSG32fGAtHVl5MmTbI5kYiINBUqJIqINEFpaWnMnj2b2bNnc+DAAZYvX87y5cvZsWMHZtCHKz8TV34mEctFMLEDwaQ0gs3agqWb6yLSSEQimBUFOIr2R9uWVhbWOJyUlMTQoUMZMWIEffr0weHQz14RERERgcmTJ/Puu++yc+dO/rTbyw/6ljSJnUCWH3aTU+bAMAwWLFigzhsiIlJrdEdFRKSJa9++Pddffz3XX389R44cYcWKFSxbtowtW7ZghPw4j+3GeWw3EcMilNCWYGIawcRUIs4Yu6OLiNQUDmOVHsZRlI2jKBvTX7MVVYsWLRg+fDjDhw/noosuwrIsm4KKiIiISENlWRZ333033/nOd9hb4mRdnouBrfx2xzonviD8fZ8XgHHjxtG9e3ebE4mISFOiQqKIyHmkdevWXHPNNVxzzTXk5+ezYsUKVq5cyeeff04oFMJRlIOjKIcIEI5rSSAxjWBSByIe7asgIjYJ+XEUH8BRmI2j+ABGqOZNnrZt21avPOzRo4eevBYRERGR0+rVqxfDhw9n+fLl/HWPl74pfpyN+GfkkuwYiv0mLpeLW2+91e44IiLSxKiQKCJynkpJSWH69OlMnz6d0tJS1q5dy6pVq1i3bh2VlZVYZXlYZXlw4FNCnoRoC9TEDoTjUsBoxFdYItLgGf7y6KrDwmys0sMYkXCN4z169GDIkCEMGTKEjh07YjSFXlQiIiIiUq/mzZvHqlWrOOqDDw94mNjBZ3eks1JYZbAkO9pR6Nprr6Vly5Y2JxIRkaZGhUQRESE+Pp6xY8cyduxY/H4/GzduZNWqVaxevZqjR49i+YqxjnyB+8gXhB0eQgnto4XFhHbaV1FEzl0kgll+FEdxdFW0VXGsxmGn08kll1zCkCFDGDx4MC1atLApqIiIiIg0Fe3bt+eKK67g73//O//MimFYmyrinBG7Y31rf9/rxR82SExM5LrrrrM7joiINEEqJIqISA0ul4sBAwYwYMAAFixYQGZmJitXrmTlypVkZWVhBn2Y1fsqmoTiW3+5WjGViDve7vgi0liEAjhKDmEV5eAozsEMVNY4HBcXx8CBAxk6dCj9+/fH6/XaFFREREREmqrZs2fz/vvvU15eznvZHq7pXHn6QQ3I4QqTFUfcAMyZM4fY2FibE4mISFOkQqKIiJyUaZp0796d7t27M3fuXA4dOsSaNWtYs2YNmzZtIhgM4ig5hKPkEGSvJRSTRDAhlWBiqlqgisgJoi1Lc3AUZWOVHMaIhGocT01NZdCgQQwePJiePXvicOinqoiIiIjUncTERK699lpeffVV3s+JYXyqj2auxrMq8a19XsIRg9atWzNlyhS744iISBOluzMiInLG2rZty1VXXcVVV11FeXk5n376KWvWrGHt2rUUFxdjVRZiVRbiPrL5ay1QUwk2awcOl93xRaS+RSKY5fnR4mFxDlZFQY3DpmnSq1cvBg8ezKBBg0hNTbUpqIiIiIicr66++mr+9re/UVJSwuL9MVzftcLuSGfkQJnF2tzodfacOXNwOrXtiIiI1A0VEkVE5KzExsYycuRIRo4cSSgUYvv27axevZrVq1d/QwtUg1Bc62hRMTGViCfB7vgiUldCfhzFh6KFw6IczKCvxuH4+HgGDBjAoEGD6N+/P/HxaoksIiIiIvaJjY1lxowZLFq0iH8f9DCxQyVJ7oa/KvEf+2KIYNC+fXvGjh1rdxwREWnCVEgUEZFzZlkWPXv2pGfPnsybN4/Dhw/XaIEaCARwlB7GUXoYcj4h7GlW3QI1FNcKTMvuP4KInAPDV/LlqsNsrNJcjEi4xvG0tDQGDRrEwIED1bJURERERBqc6dOn8+abb1JYWMg7+2OYndGwVyVml1p8mh/dG/Gmm27S72sREalT+pYREZFa16ZNG6ZPn8706dOpqKhg/fr11S1QCwoKMH0luHxbceVuJWI5CTZrFy0qJqQScXrsji8ipxMOY5Xl4ijKwSrOwfIV1zjscDjo06dPdfGwXbt2NgUVERERETm9mJgYrr/+en71q1+x7JCHy9MqSWzAqxLf3h8DQMeOHRk1apTNaUREpKlTIVFEROqU1+tl2LBhDBs2jHA4zK5du6pXK+7cuRMjFMBZmIWzMIsIEI5r+eVqxQ6EYxLBMOz+I4gIQLAKR/EBHEXZOIoPYoT8NQ4nJSUxaNAgBg0aRN++ffF6vTYFFRERERH59qZMmcIf/vAHiouLeT8nhhldGuaqxMPlJp/mRfdGvOGGG7AsdfgREZG6pUKiiIjUG9M06datG926deOmm27i2LFjrF27ltWrV7N+/Xp8Ph9WWR5WWR7ug+sJu+Kq91UMxbcGU19bIvUmEsH0FeMoysYqysEqy8Og5lPZGRkZDBw4kMGDB5ORkYFpmjaFFRERERE5NzExMVx99dW8/PLL/PughylplcQ6G96qxMXZ0b0R27Ztq9WIIiJSL3RHVkREbJOcnMzkyZOZPHkyVVVVbNq0qXq1Ym5uLqa/DFfedlx524mYDoLN2hJM7EAoMZWIM8bu+CJNTziEVXoER3EOjqIczKrSGofdbjd9+/atblmakpJiU1ARERERkdp35ZVX8vrrr1NRUcHSAx6u7FRpd6QajvpMVh+J7o143XXXaW9EERGpF/q2ERGRBsHtdjNgwAAGDBjAvffey759+6qLilu3boVwEGdRNs6i7GgL1NgUgokd1AJV5Fwdb1lamI2j5ABGKFDjcEpKSnXL0ksuuQS3221TUBERERGRuhUfH8+VV17Jn/70J97P8TAhtRJPA7p7+l62h1DEIDk5mfHjx9sdR0REzhMN6KtQREQkyjAM0tPTSU9P54YbbqCoqIh169axZs0aPvnkEyoqKrDK87HK87/WArUDwaQOhOJag9oripyS4SvGUZQTbVtamntCy9IePXpUFw+7dOmCoUK9iIiIiJwnrr76at58803K/X5WHPEwtr3P7kgAlAUMlh3yAHDttdficrlsTiQiIucLFRJFRKTBS0xMZPz48YwfP55AIMDnn3/O6tWrWbVq1ddaoG7DlbeNiOUimNAuWlhMaA8OrZ4SIRLGKsvHKsqOFg99xTUOu91u+vXrx+DBgxk4cCDJyck2BRURERERsVfz5s0ZN24cixcv5oMcD5e182E2gOfq/nPIjT9s4PV6mTJlit1xRETkPKJCooiINCpOp5N+/frRr18/5s+fz759+1i1ahWrV69m+/btGCE/zoJ9OAv2EcEgFN+aYFIHgolpRNxxdscXqT/hIFbxIZxF+7GKcjCDNZ+kbt68OYMHD2bw4MH07dtXLUtFRERERL509dVXs3jxYnIrLTYeddI3JXD6QXUoGIalOTEATJkyhdjYWFvziIjI+UWFRBERabS+3gL1xhtv5NixY6xZs4bVq1fz2Wef4ff7cZQexlF6GLLXEfImf9kCNY1wTJL2VZSmJ+iLtiwtzMZRchAjHKxxuHPnzgwePJghQ4aQkZGBqTbAIiIiIiIn6NixIwMGDGDdunW8nxNjeyHxkzwXhX4T0zSZNm2arVlEROT8o0KiiIg0GcnJyUyZMoUpU6bg8/lYv349q1atYtWqVRQXF2NVHMOqOIb70EbC7jiCiWkEk9IIxbUEQwUVaZyMqjIcRftxFGZjlR6psd+haZr06dOHoUOHMmjQINq0aWNjUhERERGRxuOaa65h3bp17Chysq/EolOzkC05IhH415erEYcPH67f9CIiUu9USBQRkSbJ4/EwZMgQhgwZQigUYuvWraxcuZIVK1Zw+PBhzKoyXLlbceVuJexwE0rsQCApjVCztmDq61EasEgEs7IIR2EWjqL9WBUFNQ57PB769+/P0KFDGThwIM2aNbMpqIiIiIhI49W3b1/S09PZu3cvHx70cFuzclty7C5xkFUavUa9+uqrbckgIiLnN90pFRGRJs+yLHr16kWvXr2488472bdvHytXrmTlypVkZmZiBqswj+7CeXQXEdNJMLE9waSOBBPag+W0O75ItHhYcQxHYRbOwixMX0mNwwkJCQwZMoShQ4dqv0MRERERkVpgGAZXXHEFP//5z1mb6+a6LhXEOSOnH1jLPjroASAjI4MLL7yw3ucXERFRIVFERM4rX99Xcfbs2Rw5coTVq1ezfPlyNm/eTDgcwFmwD2fBPiKmRTDhy6JiYipYLrvjy/kkEsEsz8dZkIWjMAvTX1bjcKtWrRg+fDjDhg3jwgsvxLIsm4KKiIiIiDRNY8eO5cUXX6SiooKVh91M6OCr1/lL/QbrcqPXoZdffjmGYdTr/CIiIqBCooiInOdat27N9OnTmT59OoWFhaxatYply5axYcMGQqEQzsL9OAv3EzFMQs3aEUiK7quIQyu+pA5EwliludG2pYX7MQMVNQ6npqYyYsQIhg0bRkZGhm4kiIiIiIjUIa/Xy7hx43jrrbf490EP41J9mPX4E3z5YTfBiEFsbCyXXXZZ/U0sIiLyNSokioiIfCkpKYkpU6YwZcoUSktLq1cqfvLJJwQCARzFOTiKc4jsXxUtKjbvRDAxDRxaqSjnIBLBKsvFUbAvuvIwUFnjcHp6OsOHD2fEiBF07NhRxUMRERERkXp0xRVX8NZbb5FbabGt0EnP5oF6mTccgY+/bGs6YcIEYmJi6mVeERGR/6ZCooiIyDeIj49n/PjxjB8/noqKCtauXcvy5ctZu3YtPp8PR/EBHMUHiBirou1Pm3cimNhBeyrKmYlEMMuP4izYi6MgCzNQXuNwt27dqouH7du3tymkiIiIiIh06tSJXr16sXnzZv5zyF1vhcTthQ7yfNHtCy6//PJ6mVNEROSbqJAoIiJyGl6vl9GjRzN69Gh8Ph9r167lo48+Yu3atfj9fpxF2TiLsr/cUzH1y6JiKpj6mpWviUQwKwpwFOzFWbgPs6rmnoddu3Zl1KhRjBo1ijZt2tgUUkRERERE/tukSZPYvHkzG/JdlAUM4pyROp9z+eHoasSePXuSlpZW5/OJiIicjO5wioiIfAsej4eRI0cycuRIKioqWL16NR9//HF1+1NnYRbOwiwipoNgUhqB5C6EmrUBw7Q7utjE8JXgLNiL89huTF9JjWOdOnWqLh6mpqbalFBERERERE5lxIgR/PKXv6SyspI1uW7GtvfV6XzlAYPP8qNbaEycOLFO5xIRETkdFRJFRETOktfrZcyYMYwZM4bS0lJWrVrFxx9/zGeffUYoFMR5bA/OY3sIO2MINk8nkNyFsLc5aI+7pi/ow1mwD+exPVhleTUOpaamMnr0aEaNGkXHjh3tySciIiIiImcsJiaGUaNGsWTJElYcrvtC4ro8F4GwgcfjYdSoUXU6l4iIyOmokCgiIlIL4uPjmTBhAhMmTKC4uJjly5ezdOlSNm/ejBmoxJW7FVfuVkKeRILJnQkkdybijrM7ttSmcBBHUQ6OY3twFB/AiISrD7Vo0YIxY8Zw2WWX0aVLFwwVk0VEREREGpVJkyaxZMkSskodZJdadIgP1dlcyw+7gehKSK/XW2fziIiInAkVEkVERGpZQkICU6dOZerUqRw+fJgPP/yQDz74gJycHCxfEdbB9bgPricY35pAcheCzTuB5bQ7tpyNSASrLA/H0V04C7MwQv7qQzExMYwYMYKxY8fSp08fLMuyMaiIiIiIiJyLCy+8kNTUVHJycliV66ZDfEWdzHOkwmRvSfT6cMKECXUyh4iIyLehQqKIiEgdatOmDTfeeCOzZs1i586dLF26lI8++ojCwkIcpUdwlB4hkr2WQPN0AikZhGNT1Pq0ETAClTiO7sZ5NBPLV1z9vmma9O/fn7FjxzJkyBA8Ho+NKUVEREREpLYYhsFll13G7373O9blupjRuQKzDi7d1uZGVyOmpKTQu3fv2p9ARETkW1IhUUREpB4YhkH37t3p3r07d955J+vXr+eDDz5g+fLlBAIBXEczcR3NJORJJJDSlWByFyLOGLtjy9dFwljFB3DmZ+IozsGIRKoPZWRkMGHCBEaNGkVSUpKNIUVEREREpK4cLyQWVFnsKnbQLTFYq58ficCaXBcAo0aNwjTNWv18ERGRs6FCooiISD1zOBwMGDCAAQMGUFpaytKlS1myZAm7d++Otj7N+ZTIgc8IJnYg0CKDUEI7MHQBaRfDV4LzaCbOo7sxA1+1L4qPj2fMmDFMmjSJrl272phQRERERETqQ2pqKhkZGWRmZrIm113rhcTsMovDFdHbtWPGjKnVzxYRETlbKiSKiIjYKD4+nunTpzN9+nR27drFu+++y4cffkhZWRnOwv04C/cTdsURaNkdf0oGONQqs158ufrQlbcdR/HBGocuueQSJk+ezNChQ3G73TYFFBERERERO4wePZrMzEw+zXMxq2s5jlp85vN4W9PU1FQ9rCgiIg2GCokiIiINRNeuXVmwYAF33nknK1asYMmSJWzYsAHTX4b7wGe4Dm4kmJyOv2UPwrEt7I7bNAWrcOZn4srfjllVVv12SkoKEydOZOLEibRp08bGgCIiIiIiYqfRo0ezcOFCSgMmmUUOLmheO6sSIxH4NM9VPYdh1MEGjCIiImdBhUQREZEGxu12M2bMGMaMGUNOTg7//Oc/ee+99ygvL8d5dBfOo7sIxabgb9mDYPNOYFp2R/5GEWcsYXd89euGzCw/hjNvG85jezEioer3+/Xrx7Rp0xg4cCCW1TD/nkVEREREpP60bNmS7t27s2PHDj476jplITHJHaZlTKj69akcKLfI80WvOYYNG1Z7gUVERM6RCokiIiINWGpqKvfccw+33HILH374IW+99RZ79+7FKs8nZl8+4ZxPCLTsgb9Vj4bX9tQ0Ke95VfXrBicSwVGUjfPIFzjK8qrf9nq9TJw4kSuuuIIOHTrYGFBERERERBqiYcOGsWPHDjbku7ixawUnWzzoMOEnA4qqX5/K+vzoasTWrVvTuXPn2owrIiJyTlRIFBERaQS8Xi+XX345U6dOZfPmzfzjH/9g+fLlEPThPrQR15EvCKRk4G/Vk4g7zu64X2mIBcRwCMexPbiObMHyFVW/3bFjR6ZNm8bYsWPxer02BhQRERERkYZs6NChLFq0iIIqi32lFunNQic990z3UDxeSBw2bJjamoqISIOiQqKIiEgjYhgGvXv3pnfv3uTn5/OPf/yDf/7zn5SXl+PK3YYzbzvB5un4W/ci7E2yO27DEgrgzN+B68hWzEBF9dv9+/dn5syZXHzxxbpgFxERERGR00pLSyM1NZWcnBzW57tIb1Z5Tp93tNJkf1n0Nu3QoUNrI6KIiEitUSFRRESkkUpJSWHevHnccMMNvPPOO7zxxhscO3YM57E9OI/tIZiQSlXb3oTjWtod1V7BKlxHtuDK244R8gNgmiajR49m5syZdOnSxeaAIiIK+UbpAAAacElEQVQiIiLS2AwdOpTXX3+dz4+5uKbzuRUSNx1zAtCsWTN69uxZG/FERERqjQqJIiIijVxsbCwzZ85k+vTpfPDBB/zlL38hJycHR3H0n2BiKlXt+hL2Nrc7av0KBXDlbsV15AuMUAAAt9vNpEmTuPbaa2nTpo3NAUVEREREpLEaMGAAr7/+OtllDgqrDJLckbP+rC8Kom1N+/fvj2VZtRVRRESkVqiQKCIi0kS4XC6mTJnCxIkTWbVqFX/4wx/IzMzEUZSDVZRDsHk6Ve0uJuJJsDtq3QoHcebtwHV4M2bQB0SLrVdddRXTp08nMTHR5oAiIiIiItLY9ezZE6/XS0VFBVsKXAxrU3VWnxMIw7bC6IrE/v3712ZEERGRWqFCooiISBNjWRbDhw9n2LBhLF++nJdffpns7GycBXtxFOwj0KIr/rZ9iLjj7I5au8JhnEczcR3aVL0HotvtZvr06Vx33XU0a9bM5oAiIiIiItJUOBwO+vbty4oVK/j8mPOsC4mZRQ6qQtG92i+99NLajCgiIlIrVEgUERFpogzDYMSIEQwdOpSlS5fyu9/9jiNHjuA6monz2B78bXrhb3MRmI3/54BVcgj3/rVYviIgelE/depUZs2aRXJyss3pRERERESkKerfvz8rVqxgS4GTUBgs89t/xuYv25pmZGSQlJRUywlFRETOXeO/cygiIiKnZFkWEyZM4LLLLuPdd9/l97//PQUFBbgPbcR5bDe+DgMJJabaHfOsGP5y3Dmf4CzYB4BpmowbN445c+ZoD0QREREREalTx1cQVgRN9pdZpDcLfevP2FqgtqYiItKwqZAoIiJynnA6nVx55ZWMGzeO1157jb/+9a9QVYp311ICiR2o6jCAiDve7phnJhzGmbsV96GNGOEgEN2j5N5776Vr1642hxMRERERkfNB69atadOmDYcPH2Z7ofNbFxLLAgY5ZRYAF198cV1EFBEROWcqJDYAS5Ys4Y9//CPbt28nHA7Tvn17Jk2axC233ILH47E7noiINDFer5fbb7+dCRMm8Mtf/pINGzbgLMrGUXwQf7uL8bfuCcZZ9OSpJ2ZZPp59K6rbmCYmJnLHHXcwbtw4TLPh5hYRERERkabn4osv5vDhw+wocjI5zfetxu4schDBwOFwcOGFF9ZRQhERkXOju202e/rpp7nvvvv47LPP8Pv9GIbBrl27+OUvf8k111xDUVGR3RFFRKSJSktL49lnn+Xxxx+nRYsWGJEQ7gOfEbPjPYyqUrvjnSgSxnVoE97ti7F8RZimybRp03jttdeYMGGCiogiIiIiIlLv+vTpA0SLgqHwtxu7vTDa1vSCCy7QYgIREWmwdMfNRm+//TavvPIKlmXx2GOPsWHDBjZu3MjLL79MSkoKmZmZPPTQQ3bHFBGRJswwDEaOHMnvf/97rrzySgAcZbnEbnkLx9HdEInYnDDK8JXg3b4E98ENGETo2LEjCxcu5N577yU+vpG0YxURERERkSbneCHRFzLJKvt2zd92FDlrfIaIiEhDpEKiTUKhEC+88AIAt912G7NmzcLlcgEwdOhQfvOb32AYBh9//DEbNmywM6qIiJwHvF4vCxYs4Cc/+QlJSUkY4QAx+5bj2fMfCFbZms1xdBexW9/CKs8D4KqrruLFF18kIyPD1lwiIiIiIiItW7akbdu2AGQWnXkhsSL41f6IvXv3rpNsIiIitUGFRJusXr2a/fv3Y5omc+bMOeH4RRddxNChQwF466236jueiIicpwYOHMirr77KkCFDAHAW7sO7fTGGr6T+w0TCuPevJWbfCoxwkBYtWvDMM88wf/583G53/ecRERERERH5Bsf3N9xdfOaFxD3F0f0RTdOkR48edRVNRETknKmQaJN169YB0L17d5o3b/6N5wwePBiAlStX1lsuERGRxMREnnrqKf7nf/4Hp9OJ5Ssmdts7WCWH6y9E0E9M5lJcedsAGDJkCC+//DL9+vWrvwwiIiIiIiJn4KtCovOMd4fYXRItOnbq1Amv11tX0URERM6ZCok22b17NwDp6eknPadjx44AHDx4kIqKivqIJSIiAkT3TpwyZQrPPfcciYmJGKEqYjLfx5GfWfdzV5Xi3b4YR8lBAK6//nqefPJJEhIS6nxuERERERGRb+t4IbHQb3Ks6sxutx5fvdizZ886yyUiIlIbVEi0SV5edJ+nVq1anfScli1bVr/Oz8+v80wiIiL/7aKLLuI3v/kNHTt2xIiEiclaievQ53U2n1lZiHfbO1i+IhwOBw8++CDz5s3DNPWTRUREREREGqZOnTrh8XiAM2tvGo7Ani9XJB4vQoqIiDRUZ964W2pVeXk5ADExMSc95+vHysrKzmqeUCjEzp07z2qsiIjIcQsWLGDRokVs3boV98H1REyLQOvafXLW8BUTs/NfmEEfsbGx3HHHHaSnp+t7TEREREREGrwOHTqQmZnJ3hIHA1v5T3luboVJRTD6sKTH49E1j4iI1JlQKIRlWef0GXq83ybBYBAAp9N50nNcLlf161AoVOeZRERETiYmJoa77rqLiy66CABPzic4c7fV2ucbvhK8O97DDFTi9Xq57777yMjIqLXPFxERERERqUtpaWkAZJWeft3Gvi/PiYmJqdGRTEREpCHSikSbHG93EAgETnqO3//V00unKjieimVZdOvW7azGioiI/LdnnnmGRx99lE8//RRP9loilpNgi67n9JmGvwLvzn9hBirwer0899xzdO/evZYSi4iIiIiI1L2BAweydOlSskotwhEwjZOfe7yQ2K1bN137iIhIndq0adM5f4ZWJNokNjYWAJ/Pd9JzKisrq1/HxcXVeSYREZHTcbvdPPnkk/Tp0wcAT9YqzLJz2Mc3HMaz5yNMfxkej4enn35aF9IiIiIiItLoHO+o4guZ5Fae+pbr8VWL6sIiIiKNgQqJNmndujUAeXl5Jz0nNzcXAMMwaNGiRb3kEhEROR2Px8OPf/xjUlNTMSJhYvZ8BMGTPxhzKu4Dn+Ioi34Xfv/7369unSoiIiIiItKYtGvXDq/XC0BWycmbwIUjsL80uleVuoiJiEhjoEKiTbp06QJAVlbWSc/Zv38/EP0hEhMTUx+xREREzojX6+WJJ57A4/Fg+suJ2bscIpFv9RmOgn24crcCMGvWLAYPHlwXUUVEREREROqcaZp07Rrd9iG77OSFxPxKE18oekv2+P1BERGRhkyFRJv0798fgG3btlF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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(data = train[['yr','cnt']],x='yr',y='cnt')#每年骑行量的分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'daily distribution of counts')]"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#一年中每天的骑行量。\n",
    "#用颜色参数hue表示类别(年)信息\n",
    "import datetime\n",
    "train['date'] = pd.to_datetime(train['dteday'])\n",
    "train['dayofyear'] = train['date'].dt.dayofyear #日期是年中的第几天\n",
    "fig,ax = plt.subplots()#创建一个画像(figure)和一组子图(subplots(轴)对象数组)。\n",
    "sn.pointplot(data=train[['dayofyear','cnt','yr']],x='dayofyear',y='cnt',hue='yr',ax=ax)\n",
    "ax.set(title='daily distribution of counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17efe52a0b8>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#季节与骑行量的关系\n",
    "sn.violinplot(data=train[['season','cnt']],x='season',y='cnt')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 1.0, 'Seasonly distribution of counts')]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.barplot(data=train[['season','cnt']],x='season',y='cnt')\n",
    "ax.set(title='Seasonly distribution of counts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17e83db8e80>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,(ax1,ax2) = plt.subplots(ncols=2)#一个画布里生成两个坐标轴（表）。\n",
    "sn.barplot(data=train,x='holiday',y='cnt',ax=ax1)\n",
    "sn.barplot(data=train,x='workingday',y='cnt',ax=ax2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17e84a06320>"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#数值型特征和y之间的相关性\n",
    "corrMatt = train[[\"temp\",\"atemp\",\"hum\",\"windspeed\",\"casual\",\"registered\",\"cnt\"]].corr()\n",
    "mask = np.array(corrMatt)\n",
    "mask[np.tril_indices_from(mask)] = False\n",
    "sn.heatmap(corrMatt,mask=mask,vmax=.8,square=True,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>season_1</th>\n",
       "      <th>season_2</th>\n",
       "      <th>season_3</th>\n",
       "      <th>season_4</th>\n",
       "      <th>mnth_1</th>\n",
       "      <th>mnth_2</th>\n",
       "      <th>mnth_3</th>\n",
       "      <th>mnth_4</th>\n",
       "      <th>mnth_5</th>\n",
       "      <th>mnth_6</th>\n",
       "      <th>...</th>\n",
       "      <th>weathersit_1</th>\n",
       "      <th>weathersit_2</th>\n",
       "      <th>weathersit_3</th>\n",
       "      <th>weekday_0</th>\n",
       "      <th>weekday_1</th>\n",
       "      <th>weekday_2</th>\n",
       "      <th>weekday_3</th>\n",
       "      <th>weekday_4</th>\n",
       "      <th>weekday_5</th>\n",
       "      <th>weekday_6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   season_1  season_2  season_3  season_4  mnth_1  mnth_2  mnth_3  mnth_4  \\\n",
       "0         1         0         0         0       1       0       0       0   \n",
       "1         1         0         0         0       1       0       0       0   \n",
       "2         1         0         0         0       1       0       0       0   \n",
       "3         1         0         0         0       1       0       0       0   \n",
       "4         1         0         0         0       1       0       0       0   \n",
       "\n",
       "   mnth_5  mnth_6    ...      weathersit_1  weathersit_2  weathersit_3  \\\n",
       "0       0       0    ...                 0             1             0   \n",
       "1       0       0    ...                 0             1             0   \n",
       "2       0       0    ...                 1             0             0   \n",
       "3       0       0    ...                 1             0             0   \n",
       "4       0       0    ...                 1             0             0   \n",
       "\n",
       "   weekday_0  weekday_1  weekday_2  weekday_3  weekday_4  weekday_5  weekday_6  \n",
       "0          0          0          0          0          0          0          1  \n",
       "1          1          0          0          0          0          0          0  \n",
       "2          0          1          0          0          0          0          0  \n",
       "3          0          0          1          0          0          0          0  \n",
       "4          0          0          0          1          0          0          0  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对类别型特征，观察取值范围和直方图\n",
    "categorical_features = ['season','mnth','weathersit','weekday']\n",
    "for col in categorical_features:\n",
    "    train[col] = train[col].astype('object')\n",
    "\n",
    "X_train_cat = train[categorical_features]\n",
    "X_train_cat = pd.get_dummies(X_train_cat)\n",
    "#离散特征之间的取值没有大小意义，所以使用one-hot热编码\n",
    "X_train_cat.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.3551696  0.37351738 0.82862005 0.2846062 ]\n",
      " [0.37923205 0.36054067 0.71577069 0.46621455]\n",
      " [0.1709998  0.14483011 0.44963805 0.4657404 ]\n",
      " ...\n",
      " [0.24198597 0.2143932  0.77420771 0.21026043]\n",
      " [0.2451011  0.20034801 0.49700051 0.67693615]\n",
      " [0.19525913 0.18956733 0.59383033 0.27306151]]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\79021\\Anaconda3\\lib\\site-packages\\pandas\\core\\ops.py:1167: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  result = method(y)\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "invalid type comparison",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-104-051cf0314f94>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[1;31m#combine_train = pd.concat(X_train_cat,X_train_num,train['workingday'],train['holiday'])\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 12\u001b[1;33m \u001b[0mcombine_train\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mX_train_cat\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX_train_num\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mtrain\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'workingday'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mtrain\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'holiday'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     13\u001b[0m \u001b[0mcombine_train\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhead\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36mjoin\u001b[1;34m(self, other, on, how, lsuffix, rsuffix, sort)\u001b[0m\n\u001b[0;32m   6334\u001b[0m         \u001b[1;31m# For SparseDataFrame's benefit\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6335\u001b[0m         return self._join_compat(other, on=on, how=how, lsuffix=lsuffix,\n\u001b[1;32m-> 6336\u001b[1;33m                                  rsuffix=rsuffix, sort=sort)\n\u001b[0m\u001b[0;32m   6337\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6338\u001b[0m     def _join_compat(self, other, on=None, how='left', lsuffix='', rsuffix='',\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_join_compat\u001b[1;34m(self, other, on, how, lsuffix, rsuffix, sort)\u001b[0m\n\u001b[0;32m   6349\u001b[0m             return merge(self, other, left_on=on, how=how,\n\u001b[0;32m   6350\u001b[0m                          \u001b[0mleft_index\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mon\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mright_index\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 6351\u001b[1;33m                          suffixes=(lsuffix, rsuffix), sort=sort)\n\u001b[0m\u001b[0;32m   6352\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   6353\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mon\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\reshape\\merge.py\u001b[0m in \u001b[0;36mmerge\u001b[1;34m(left, right, how, on, left_on, right_on, left_index, right_index, sort, suffixes, copy, indicator, validate)\u001b[0m\n\u001b[0;32m     60\u001b[0m                          \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcopy\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindicator\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mindicator\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     61\u001b[0m                          validate=validate)\n\u001b[1;32m---> 62\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_result\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     63\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     64\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\reshape\\merge.py\u001b[0m in \u001b[0;36mget_result\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    566\u001b[0m                 self.left, self.right)\n\u001b[0;32m    567\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 568\u001b[1;33m         \u001b[0mjoin_index\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mleft_indexer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mright_indexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_join_info\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    569\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    570\u001b[0m         \u001b[0mldata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mrdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mleft\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mright\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\reshape\\merge.py\u001b[0m in \u001b[0;36m_get_join_info\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    764\u001b[0m                 left_ax.join(right_ax, how=self.how, return_indexers=True,\n\u001b[0;32m    765\u001b[0m                              sort=self.sort)\n\u001b[1;32m--> 766\u001b[1;33m         \u001b[1;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mright_index\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mhow\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'left'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    767\u001b[0m             \u001b[0mjoin_index\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mleft_indexer\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mright_indexer\u001b[0m \u001b[1;33m=\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    768\u001b[0m                 _left_join_on_index(left_ax, right_ax, self.left_join_keys,\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\ops.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(self, other, axis)\u001b[0m\n\u001b[0;32m   1281\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1282\u001b[0m             \u001b[1;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ignore'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1283\u001b[1;33m                 \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mna_op\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1284\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_scalar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mres\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1285\u001b[0m                 raise TypeError('Could not compare {typ} type with Series'\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\ops.py\u001b[0m in \u001b[0;36mna_op\u001b[1;34m(x, y)\u001b[0m\n\u001b[0;32m   1167\u001b[0m                     \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1168\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mresult\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNotImplemented\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1169\u001b[1;33m                     \u001b[1;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"invalid type comparison\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1170\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1171\u001b[0m                 \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: invalid type comparison"
     ]
    }
   ],
   "source": [
    "#数值型特征\n",
    "#对数值型特征进行标准化处理、MinMaxScaler 去量纲（0-1之间）\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "mn_X = MinMaxScaler()\n",
    "numerical_features = ['temp','atemp','hum','windspeed']\n",
    "temp = mn_X.fit_transform(train[numerical_features])#标准化\n",
    "print(temp)\n",
    "X_train_num = pd.DataFrame(data=temp,columns=numerical_features,index = train.index)\n",
    "X_train_num.head()\n",
    "\n",
    "#combine_train = pd.concat(X_train_cat,X_train_num,train['workingday'],train['holiday'])\n",
    "combine_train = X_train_cat.join(X_train_num)\n",
    "combine_train.head()"
   ]
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